Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

from google.colab import drive
drive.mount('/content/drive')

Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly

Enter your authorization code:
··········
Mounted at /content/drive

!ls "/content/drive/My Drive/FaceGeneration"

problem_unittests.py  requirements.txt

!unzip  "/content/drive/My Drive/FaceGeneration/processed_celeba_small.zip" # can comment out after executing once

Archive:  /content/drive/My Drive/FaceGeneration/processed_celeba_small.zip
   creating: processed_celeba_small/
  inflating: processed_celeba_small/.DS_Store  
   creating: __MACOSX/
   creating: __MACOSX/processed_celeba_small/
  inflating: __MACOSX/processed_celeba_small/._.DS_Store  
   creating: processed_celeba_small/celeba/
  inflating: processed_celeba_small/celeba/.DS_Store  
   creating: __MACOSX/processed_celeba_small/celeba/
  inflating: __MACOSX/processed_celeba_small/celeba/._.DS_Store  
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import sys
sys.path.append('/content/drive/My Drive/FaceGeneration')

data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

!pip install torch torchvision

Requirement already satisfied: torch in /usr/local/lib/python3.6/dist-packages (1.3.1)
Requirement already satisfied: torchvision in /usr/local/lib/python3.6/dist-packages (0.4.2)
Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from torch) (1.17.5)
Requirement already satisfied: pillow>=4.1.1 in /usr/local/lib/python3.6/dist-packages (from torchvision) (6.2.2)
Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from torchvision) (1.12.0)

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    transform =  transforms.Compose([transforms.Resize((image_size, image_size)),
                                     transforms.ToTensor()])
    train_data =datasets.ImageFolder(data_dir, transform=transform)

    # TODO: Implement function and return a dataloader
    
    return torch.utils.data.DataLoader(train_data, batch_size=batch_size, shuffle=True, num_workers=0)

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 32
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min , max = feature_range
    x =  x * (max - min) + min
    return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.9686)
Max:  tensor(0.7490)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

def conv (in_channels, out_channels, kernel_size, stride=2, padding=1,  batch_norm = True):
  layers =[]
  conv1 = torch.nn.Conv2d(in_channels, out_channels, kernel_size, stride=stride, padding=padding, bias=False)
  layers.append(conv1)
  if batch_norm:
    batch_layer = torch.nn.BatchNorm2d(out_channels)
    layers.append(batch_layer)

  return nn.Sequential(*layers)

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()
        self.conv_dim =conv_dim

        # complete init function
        self.conv1 = conv (3, conv_dim, 4,  batch_norm= False)
        self.conv2 = conv (conv_dim, conv_dim*2, 4)
        self.conv3 = conv (conv_dim*2, conv_dim*4, 4)
        
        self.fc = nn.Linear(conv_dim*4*4*4, 1)

 
    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        y = F.leaky_relu(self.conv1(x), 0.2)
        y = F.leaky_relu(self.conv2(y), 0.2)
        y = F.leaky_relu(self.conv3(y), 0.2)
        
        # flatten
        out = y.view(-1, self.conv_dim*4*4*4)
        
        # final output layer
        out = self.fc(out)        
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

def deconv (in_channels, out_channels, kernel_size, stride=2, padding=1,  batch_norm = True):
  layers =[]
  convt_1 = torch.nn.ConvTranspose2d(in_channels, out_channels, kernel_size, stride=stride, padding=padding, bias=False)
  layers.append(convt_1)
  if batch_norm:
    batch_layer = torch.nn.BatchNorm2d(out_channels)
    layers.append(batch_layer)

  return nn.Sequential(*layers)

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()
        self.conv_dim = conv_dim
        self.fc2 = nn.Linear(z_size, conv_dim*4*4*4)
        self.t_conv1 = deconv (conv_dim*4, conv_dim*2, 4)
        self.t_conv2 = deconv (conv_dim*2, conv_dim, 4)
        self.t_conv3 = deconv (conv_dim, 3, 4, batch_norm= False)


        # complete init function
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        y = self.fc2(x)
        y = y.view(-1,self.conv_dim*4, 4,4)

        z = F.relu(self.t_conv1(y)) 
        z = F.relu(self.t_conv2(z))
        z = torch.tanh(self.t_conv3(z))

        return z

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    if  hasattr(m, 'weight') and classname.find('Conv') or classname.find('Linear') != -1:
        m.weight.data.normal_(0.0, 0.02)
        m.bias.data.fill_(0)
    
    # TODO: Apply initial weights to convolutional and linear layers
    
    

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 64
g_conv_dim = 64
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=4096, out_features=1, bias=True)
)

Generator(
  (fc2): Linear(in_features=100, out_features=4096, bias=True)
  (t_conv1): Sequential(
    (0): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv2): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv3): Sequential(
    (0): ConvTranspose2d(64, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    # label smoothing
    
    # smooth, real labels = 0.9
    labels = torch.ones(batch_size)*0.9
   
    # move labels to GPU if available     
    if train_on_gpu:
        labels = labels.cuda()
    # binary cross entropy with logits loss
    criterion = nn.BCEWithLogitsLoss()
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size) # fake labels = 0
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    # calculate loss
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim

# params
lr = 0.0005
beta1=0.3
beta2=0.999 # default value

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2])

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)
            if train_on_gpu:
              real_images = real_images.cuda()

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            # 1. Train the discriminator on real and fake images
            d_optimizer.zero_grad()
            out_real = D(real_images)
            d_loss_real = real_loss(out_real)

            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            # move x to GPU, if available
            if train_on_gpu:
              z = z.cuda()
            fake_out =G(z)

            out_fake = D(fake_out)
            d_loss_fake = fake_loss(out_fake)


            d_loss = d_loss_real + d_loss_fake
            d_loss.backward()
            d_optimizer.step()

            # 2. Train the generator with an adversarial loss

            g_optimizer.zero_grad()
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            # move x to GPU, if available
            if train_on_gpu:
              z = z.cuda()
            fake_out_g = G(z)
            G_D_out = D(fake_out_g)

            g_loss = real_loss(G_D_out)
            g_loss.backward()

            g_optimizer.step()
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 40


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   40] | d_loss: 1.3874 | g_loss: 0.7129
Epoch [    1/   40] | d_loss: 0.9902 | g_loss: 1.7023
Epoch [    1/   40] | d_loss: 1.4937 | g_loss: 1.1505
Epoch [    1/   40] | d_loss: 1.1669 | g_loss: 1.1469
Epoch [    1/   40] | d_loss: 1.2641 | g_loss: 1.8243
Epoch [    1/   40] | d_loss: 1.1828 | g_loss: 1.4577
Epoch [    1/   40] | d_loss: 1.2521 | g_loss: 0.9420
Epoch [    1/   40] | d_loss: 1.2380 | g_loss: 1.1135
Epoch [    1/   40] | d_loss: 1.2413 | g_loss: 0.9422
Epoch [    1/   40] | d_loss: 1.2713 | g_loss: 1.1312
Epoch [    1/   40] | d_loss: 1.3217 | g_loss: 0.8346
Epoch [    1/   40] | d_loss: 1.3042 | g_loss: 1.1019
Epoch [    1/   40] | d_loss: 1.2076 | g_loss: 0.9754
Epoch [    1/   40] | d_loss: 1.2799 | g_loss: 0.9876
Epoch [    1/   40] | d_loss: 1.3980 | g_loss: 1.2501
Epoch [    1/   40] | d_loss: 1.3690 | g_loss: 0.8866
Epoch [    1/   40] | d_loss: 1.2360 | g_loss: 0.9279
Epoch [    1/   40] | d_loss: 1.3240 | g_loss: 0.9881
Epoch [    1/   40] | d_loss: 1.1903 | g_loss: 0.8701
Epoch [    1/   40] | d_loss: 1.3120 | g_loss: 1.2632
Epoch [    1/   40] | d_loss: 1.2720 | g_loss: 0.8764
Epoch [    1/   40] | d_loss: 1.2775 | g_loss: 0.9787
Epoch [    1/   40] | d_loss: 1.2613 | g_loss: 1.1738
Epoch [    1/   40] | d_loss: 1.2453 | g_loss: 1.1651
Epoch [    1/   40] | d_loss: 1.2649 | g_loss: 0.8436
Epoch [    1/   40] | d_loss: 1.3453 | g_loss: 0.8713
Epoch [    1/   40] | d_loss: 1.2930 | g_loss: 0.7421
Epoch [    1/   40] | d_loss: 1.2571 | g_loss: 0.9153
Epoch [    1/   40] | d_loss: 1.3139 | g_loss: 1.1910
Epoch [    1/   40] | d_loss: 1.2340 | g_loss: 0.9172
Epoch [    1/   40] | d_loss: 1.3114 | g_loss: 0.9629
Epoch [    1/   40] | d_loss: 1.2407 | g_loss: 1.1031
Epoch [    1/   40] | d_loss: 1.3148 | g_loss: 1.0391
Epoch [    1/   40] | d_loss: 1.2956 | g_loss: 0.9421
Epoch [    1/   40] | d_loss: 1.2614 | g_loss: 0.9823
Epoch [    1/   40] | d_loss: 1.2309 | g_loss: 0.9565
Epoch [    1/   40] | d_loss: 1.2076 | g_loss: 1.0560
Epoch [    1/   40] | d_loss: 1.2590 | g_loss: 0.9525
Epoch [    1/   40] | d_loss: 1.1643 | g_loss: 1.3603
Epoch [    1/   40] | d_loss: 1.3057 | g_loss: 0.9102
Epoch [    1/   40] | d_loss: 1.1964 | g_loss: 1.0454
Epoch [    1/   40] | d_loss: 1.2555 | g_loss: 0.8974
Epoch [    1/   40] | d_loss: 1.3416 | g_loss: 1.2911
Epoch [    1/   40] | d_loss: 1.2060 | g_loss: 1.0763
Epoch [    1/   40] | d_loss: 1.1569 | g_loss: 0.9033
Epoch [    1/   40] | d_loss: 1.1922 | g_loss: 0.9368
Epoch [    1/   40] | d_loss: 1.3289 | g_loss: 0.5897
Epoch [    1/   40] | d_loss: 1.2828 | g_loss: 1.1343
Epoch [    1/   40] | d_loss: 1.3681 | g_loss: 1.2725
Epoch [    1/   40] | d_loss: 1.2414 | g_loss: 0.8337
Epoch [    1/   40] | d_loss: 1.3395 | g_loss: 0.9869
Epoch [    1/   40] | d_loss: 1.1829 | g_loss: 1.1725
Epoch [    1/   40] | d_loss: 1.1848 | g_loss: 1.1239
Epoch [    1/   40] | d_loss: 1.1033 | g_loss: 1.3218
Epoch [    1/   40] | d_loss: 1.1021 | g_loss: 0.9998
Epoch [    1/   40] | d_loss: 1.1547 | g_loss: 1.0533
Epoch [    1/   40] | d_loss: 1.2286 | g_loss: 0.7613
Epoch [    2/   40] | d_loss: 1.1582 | g_loss: 1.2938
Epoch [    2/   40] | d_loss: 1.2889 | g_loss: 1.1089
Epoch [    2/   40] | d_loss: 1.1791 | g_loss: 1.1219
Epoch [    2/   40] | d_loss: 1.1370 | g_loss: 1.0343
Epoch [    2/   40] | d_loss: 1.2759 | g_loss: 1.0126
Epoch [    2/   40] | d_loss: 1.2524 | g_loss: 1.1311
Epoch [    2/   40] | d_loss: 1.1385 | g_loss: 0.9973
Epoch [    2/   40] | d_loss: 1.1821 | g_loss: 0.8836
Epoch [    2/   40] | d_loss: 1.2841 | g_loss: 0.7928
Epoch [    2/   40] | d_loss: 1.1561 | g_loss: 0.9761
Epoch [    2/   40] | d_loss: 0.9949 | g_loss: 1.0949
Epoch [    2/   40] | d_loss: 1.2191 | g_loss: 0.9290
Epoch [    2/   40] | d_loss: 1.2163 | g_loss: 1.2003
Epoch [    2/   40] | d_loss: 1.1562 | g_loss: 0.9498
Epoch [    2/   40] | d_loss: 1.2380 | g_loss: 1.0068
Epoch [    2/   40] | d_loss: 1.3034 | g_loss: 0.8488
Epoch [    2/   40] | d_loss: 1.1163 | g_loss: 0.9772
Epoch [    2/   40] | d_loss: 1.0884 | g_loss: 1.1022
Epoch [    2/   40] | d_loss: 1.2695 | g_loss: 1.4478
Epoch [    2/   40] | d_loss: 1.3033 | g_loss: 0.8804
Epoch [    2/   40] | d_loss: 1.2337 | g_loss: 0.8568
Epoch [    2/   40] | d_loss: 1.1236 | g_loss: 1.2219
Epoch [    2/   40] | d_loss: 1.1490 | g_loss: 0.9229
Epoch [    2/   40] | d_loss: 1.2714 | g_loss: 0.7652
Epoch [    2/   40] | d_loss: 1.1038 | g_loss: 1.1415
Epoch [    2/   40] | d_loss: 1.1992 | g_loss: 0.8129
Epoch [    2/   40] | d_loss: 1.2791 | g_loss: 1.4297
Epoch [    2/   40] | d_loss: 1.0568 | g_loss: 1.0300
Epoch [    2/   40] | d_loss: 1.2613 | g_loss: 1.3794
Epoch [    2/   40] | d_loss: 1.0322 | g_loss: 1.1609
Epoch [    2/   40] | d_loss: 1.2183 | g_loss: 1.0473
Epoch [    2/   40] | d_loss: 1.0902 | g_loss: 0.9943
Epoch [    2/   40] | d_loss: 1.1016 | g_loss: 1.2027
Epoch [    2/   40] | d_loss: 1.0869 | g_loss: 1.3137
Epoch [    2/   40] | d_loss: 1.2373 | g_loss: 1.3775
Epoch [    2/   40] | d_loss: 1.2256 | g_loss: 0.9391
Epoch [    2/   40] | d_loss: 1.1583 | g_loss: 1.1897
Epoch [    2/   40] | d_loss: 1.1946 | g_loss: 1.0940
Epoch [    2/   40] | d_loss: 1.4039 | g_loss: 0.8618
Epoch [    2/   40] | d_loss: 1.0211 | g_loss: 1.2550
Epoch [    2/   40] | d_loss: 1.1850 | g_loss: 0.8183
Epoch [    2/   40] | d_loss: 1.1155 | g_loss: 1.0557
Epoch [    2/   40] | d_loss: 1.0862 | g_loss: 0.9050
Epoch [    2/   40] | d_loss: 1.2225 | g_loss: 1.1603
Epoch [    2/   40] | d_loss: 1.4147 | g_loss: 0.4984
Epoch [    2/   40] | d_loss: 0.9656 | g_loss: 1.2427
Epoch [    2/   40] | d_loss: 1.3028 | g_loss: 0.9178
Epoch [    2/   40] | d_loss: 1.1368 | g_loss: 1.8399
Epoch [    2/   40] | d_loss: 1.0460 | g_loss: 1.2358
Epoch [    2/   40] | d_loss: 1.3158 | g_loss: 0.7085
Epoch [    2/   40] | d_loss: 1.2040 | g_loss: 1.2700
Epoch [    2/   40] | d_loss: 1.2153 | g_loss: 1.8188
Epoch [    2/   40] | d_loss: 1.2142 | g_loss: 1.0010
Epoch [    2/   40] | d_loss: 0.9056 | g_loss: 1.1827
Epoch [    2/   40] | d_loss: 1.0393 | g_loss: 1.1897
Epoch [    2/   40] | d_loss: 1.0740 | g_loss: 1.3462
Epoch [    2/   40] | d_loss: 0.9066 | g_loss: 1.2059
Epoch [    3/   40] | d_loss: 1.3550 | g_loss: 1.8260
Epoch [    3/   40] | d_loss: 1.2776 | g_loss: 1.2221
Epoch [    3/   40] | d_loss: 1.2104 | g_loss: 1.0717
Epoch [    3/   40] | d_loss: 0.8208 | g_loss: 1.5729
Epoch [    3/   40] | d_loss: 1.0272 | g_loss: 1.2644
Epoch [    3/   40] | d_loss: 0.9028 | g_loss: 1.6294
Epoch [    3/   40] | d_loss: 1.0603 | g_loss: 1.2263
Epoch [    3/   40] | d_loss: 1.1769 | g_loss: 1.1325
Epoch [    3/   40] | d_loss: 1.0826 | g_loss: 1.1671
Epoch [    3/   40] | d_loss: 1.0872 | g_loss: 1.7798
Epoch [    3/   40] | d_loss: 1.1274 | g_loss: 0.9805
Epoch [    3/   40] | d_loss: 1.0152 | g_loss: 1.3396
Epoch [    3/   40] | d_loss: 0.8329 | g_loss: 1.4675
Epoch [    3/   40] | d_loss: 1.0209 | g_loss: 0.8551
Epoch [    3/   40] | d_loss: 1.0705 | g_loss: 1.0016
Epoch [    3/   40] | d_loss: 0.9866 | g_loss: 0.9348
Epoch [    3/   40] | d_loss: 1.0278 | g_loss: 1.1282
Epoch [    3/   40] | d_loss: 1.0874 | g_loss: 1.6906
Epoch [    3/   40] | d_loss: 1.0294 | g_loss: 1.6666
Epoch [    3/   40] | d_loss: 1.0624 | g_loss: 1.1004
Epoch [    3/   40] | d_loss: 1.1553 | g_loss: 1.0000
Epoch [    3/   40] | d_loss: 1.1922 | g_loss: 1.7043
Epoch [    3/   40] | d_loss: 1.0137 | g_loss: 1.6253
Epoch [    3/   40] | d_loss: 1.0003 | g_loss: 1.6288
Epoch [    3/   40] | d_loss: 0.9712 | g_loss: 1.4203
Epoch [    3/   40] | d_loss: 1.1202 | g_loss: 0.9872
Epoch [    3/   40] | d_loss: 1.0785 | g_loss: 1.4508
Epoch [    3/   40] | d_loss: 0.9947 | g_loss: 1.0365
Epoch [    3/   40] | d_loss: 1.0143 | g_loss: 1.1817
Epoch [    3/   40] | d_loss: 1.0428 | g_loss: 1.3555
Epoch [    3/   40] | d_loss: 1.2289 | g_loss: 1.0436
Epoch [    3/   40] | d_loss: 0.9145 | g_loss: 1.5440
Epoch [    3/   40] | d_loss: 1.0943 | g_loss: 1.5633
Epoch [    3/   40] | d_loss: 1.1162 | g_loss: 1.1443
Epoch [    3/   40] | d_loss: 1.2175 | g_loss: 2.5853
Epoch [    3/   40] | d_loss: 0.9518 | g_loss: 0.9372
Epoch [    3/   40] | d_loss: 0.9157 | g_loss: 1.5978
Epoch [    3/   40] | d_loss: 0.8759 | g_loss: 1.1823
Epoch [    3/   40] | d_loss: 0.8453 | g_loss: 1.3790
Epoch [    3/   40] | d_loss: 0.9968 | g_loss: 1.2201
Epoch [    3/   40] | d_loss: 0.9073 | g_loss: 1.4211
Epoch [    3/   40] | d_loss: 1.1526 | g_loss: 1.1586
Epoch [    3/   40] | d_loss: 1.1680 | g_loss: 1.9779
Epoch [    3/   40] | d_loss: 1.0183 | g_loss: 1.0921
Epoch [    3/   40] | d_loss: 1.1558 | g_loss: 1.2250
Epoch [    3/   40] | d_loss: 1.1739 | g_loss: 1.1122
Epoch [    3/   40] | d_loss: 1.1127 | g_loss: 1.1348
Epoch [    3/   40] | d_loss: 1.0103 | g_loss: 1.6333
Epoch [    3/   40] | d_loss: 1.1239 | g_loss: 2.5311
Epoch [    3/   40] | d_loss: 0.7645 | g_loss: 1.5333
Epoch [    3/   40] | d_loss: 1.1163 | g_loss: 1.4185
Epoch [    3/   40] | d_loss: 1.1683 | g_loss: 1.4623
Epoch [    3/   40] | d_loss: 1.3103 | g_loss: 1.0680
Epoch [    3/   40] | d_loss: 0.7771 | g_loss: 1.7893
Epoch [    3/   40] | d_loss: 0.7417 | g_loss: 1.6516
Epoch [    3/   40] | d_loss: 0.8868 | g_loss: 1.4526
Epoch [    3/   40] | d_loss: 1.1796 | g_loss: 1.7024
Epoch [    4/   40] | d_loss: 1.2139 | g_loss: 1.3180
Epoch [    4/   40] | d_loss: 0.8873 | g_loss: 1.6870
Epoch [    4/   40] | d_loss: 1.2026 | g_loss: 1.0292
Epoch [    4/   40] | d_loss: 0.9399 | g_loss: 1.6414
Epoch [    4/   40] | d_loss: 1.1257 | g_loss: 1.3355
Epoch [    4/   40] | d_loss: 1.0981 | g_loss: 1.1046
Epoch [    4/   40] | d_loss: 0.8054 | g_loss: 1.6791
Epoch [    4/   40] | d_loss: 1.2216 | g_loss: 0.9092
Epoch [    4/   40] | d_loss: 0.8883 | g_loss: 2.0720
Epoch [    4/   40] | d_loss: 0.7346 | g_loss: 1.1919
Epoch [    4/   40] | d_loss: 0.9046 | g_loss: 1.4471
Epoch [    4/   40] | d_loss: 0.8781 | g_loss: 1.4883
Epoch [    4/   40] | d_loss: 1.1108 | g_loss: 2.4518
Epoch [    4/   40] | d_loss: 0.8683 | g_loss: 1.5355
Epoch [    4/   40] | d_loss: 0.8414 | g_loss: 1.7115
Epoch [    4/   40] | d_loss: 1.1034 | g_loss: 0.9255
Epoch [    4/   40] | d_loss: 0.8690 | g_loss: 0.9657
Epoch [    4/   40] | d_loss: 0.9266 | g_loss: 1.9908
Epoch [    4/   40] | d_loss: 1.1376 | g_loss: 2.3609
Epoch [    4/   40] | d_loss: 1.2543 | g_loss: 1.0238
Epoch [    4/   40] | d_loss: 0.8907 | g_loss: 1.4518
Epoch [    4/   40] | d_loss: 0.9588 | g_loss: 1.6684
Epoch [    4/   40] | d_loss: 0.9064 | g_loss: 1.4004
Epoch [    4/   40] | d_loss: 0.9401 | g_loss: 1.3433
Epoch [    4/   40] | d_loss: 1.4605 | g_loss: 2.8830
Epoch [    4/   40] | d_loss: 0.9052 | g_loss: 1.2293
Epoch [    4/   40] | d_loss: 0.9513 | g_loss: 1.2628
Epoch [    4/   40] | d_loss: 0.6065 | g_loss: 1.8979
Epoch [    4/   40] | d_loss: 0.7750 | g_loss: 1.4043
Epoch [    4/   40] | d_loss: 0.8199 | g_loss: 1.3306
Epoch [    4/   40] | d_loss: 1.0149 | g_loss: 0.8484
Epoch [    4/   40] | d_loss: 0.9152 | g_loss: 1.2449
Epoch [    4/   40] | d_loss: 1.4298 | g_loss: 2.3936
Epoch [    4/   40] | d_loss: 0.8164 | g_loss: 1.9254
Epoch [    4/   40] | d_loss: 0.8516 | g_loss: 1.6535
Epoch [    4/   40] | d_loss: 0.7641 | g_loss: 1.5586
Epoch [    4/   40] | d_loss: 0.9461 | g_loss: 1.5303
Epoch [    4/   40] | d_loss: 0.8471 | g_loss: 1.4480
Epoch [    4/   40] | d_loss: 0.7731 | g_loss: 1.4689
Epoch [    4/   40] | d_loss: 0.8613 | g_loss: 2.1624
Epoch [    4/   40] | d_loss: 0.8464 | g_loss: 0.7516
Epoch [    4/   40] | d_loss: 1.5314 | g_loss: 1.0254
Epoch [    4/   40] | d_loss: 0.9244 | g_loss: 1.5607
Epoch [    4/   40] | d_loss: 1.0528 | g_loss: 1.8211
Epoch [    4/   40] | d_loss: 1.0178 | g_loss: 1.6579
Epoch [    4/   40] | d_loss: 1.0106 | g_loss: 1.6156
Epoch [    4/   40] | d_loss: 0.8587 | g_loss: 1.0504
Epoch [    4/   40] | d_loss: 0.9547 | g_loss: 0.8315
Epoch [    4/   40] | d_loss: 0.8010 | g_loss: 1.8905
Epoch [    4/   40] | d_loss: 1.0203 | g_loss: 1.6803
Epoch [    4/   40] | d_loss: 1.0150 | g_loss: 1.0593
Epoch [    4/   40] | d_loss: 0.9483 | g_loss: 1.5500
Epoch [    4/   40] | d_loss: 1.1452 | g_loss: 1.0769
Epoch [    4/   40] | d_loss: 0.9110 | g_loss: 1.4635
Epoch [    4/   40] | d_loss: 0.7654 | g_loss: 1.1759
Epoch [    4/   40] | d_loss: 0.8620 | g_loss: 1.5424
Epoch [    4/   40] | d_loss: 1.0613 | g_loss: 2.4448
Epoch [    5/   40] | d_loss: 0.9012 | g_loss: 1.1550
Epoch [    5/   40] | d_loss: 0.8986 | g_loss: 1.4979
Epoch [    5/   40] | d_loss: 0.8935 | g_loss: 1.1701
Epoch [    5/   40] | d_loss: 0.7536 | g_loss: 1.5268
Epoch [    5/   40] | d_loss: 1.0438 | g_loss: 2.6711
Epoch [    5/   40] | d_loss: 1.2190 | g_loss: 0.4406
Epoch [    5/   40] | d_loss: 0.8992 | g_loss: 1.4725
Epoch [    5/   40] | d_loss: 0.6005 | g_loss: 2.0642
Epoch [    5/   40] | d_loss: 0.7869 | g_loss: 2.0895
Epoch [    5/   40] | d_loss: 0.7517 | g_loss: 2.3470
Epoch [    5/   40] | d_loss: 1.0344 | g_loss: 2.3109
Epoch [    5/   40] | d_loss: 0.6266 | g_loss: 1.9432
Epoch [    5/   40] | d_loss: 0.9781 | g_loss: 1.5821
Epoch [    5/   40] | d_loss: 0.7706 | g_loss: 1.2698
Epoch [    5/   40] | d_loss: 0.6748 | g_loss: 1.2165
Epoch [    5/   40] | d_loss: 0.7795 | g_loss: 1.9446
Epoch [    5/   40] | d_loss: 0.9035 | g_loss: 2.1657
Epoch [    5/   40] | d_loss: 0.8244 | g_loss: 2.6076
Epoch [    5/   40] | d_loss: 0.9113 | g_loss: 0.8282
Epoch [    5/   40] | d_loss: 0.9072 | g_loss: 1.5163
Epoch [    5/   40] | d_loss: 0.9146 | g_loss: 1.8103
Epoch [    5/   40] | d_loss: 0.8888 | g_loss: 1.2286
Epoch [    5/   40] | d_loss: 0.5779 | g_loss: 1.3652
Epoch [    5/   40] | d_loss: 0.6100 | g_loss: 2.1815
Epoch [    5/   40] | d_loss: 0.6300 | g_loss: 2.3422
Epoch [    5/   40] | d_loss: 0.8173 | g_loss: 2.2385
Epoch [    5/   40] | d_loss: 0.9150 | g_loss: 1.5835
Epoch [    5/   40] | d_loss: 0.9147 | g_loss: 1.6433
Epoch [    5/   40] | d_loss: 0.6359 | g_loss: 2.4493
Epoch [    5/   40] | d_loss: 0.7131 | g_loss: 1.5203
Epoch [    5/   40] | d_loss: 0.6936 | g_loss: 2.6488
Epoch [    5/   40] | d_loss: 0.7829 | g_loss: 2.0341
Epoch [    5/   40] | d_loss: 0.8359 | g_loss: 2.4768
Epoch [    5/   40] | d_loss: 0.8990 | g_loss: 1.8257
Epoch [    5/   40] | d_loss: 0.7828 | g_loss: 1.3522
Epoch [    5/   40] | d_loss: 0.9645 | g_loss: 2.0336
Epoch [    5/   40] | d_loss: 0.8359 | g_loss: 2.0577
Epoch [    5/   40] | d_loss: 0.8896 | g_loss: 2.2285
Epoch [    5/   40] | d_loss: 1.0483 | g_loss: 0.7570
Epoch [    5/   40] | d_loss: 1.2761 | g_loss: 2.8304
Epoch [    5/   40] | d_loss: 0.9114 | g_loss: 2.5189
Epoch [    5/   40] | d_loss: 0.8924 | g_loss: 2.5696
Epoch [    5/   40] | d_loss: 0.8760 | g_loss: 1.6265
Epoch [    5/   40] | d_loss: 0.8072 | g_loss: 1.5116
Epoch [    5/   40] | d_loss: 0.7249 | g_loss: 2.4341
Epoch [    5/   40] | d_loss: 1.0568 | g_loss: 0.7686
Epoch [    5/   40] | d_loss: 0.9955 | g_loss: 1.4198
Epoch [    5/   40] | d_loss: 0.8161 | g_loss: 1.2635
Epoch [    5/   40] | d_loss: 0.8150 | g_loss: 1.6054
Epoch [    5/   40] | d_loss: 0.8557 | g_loss: 2.3143
Epoch [    5/   40] | d_loss: 0.9283 | g_loss: 1.0274
Epoch [    5/   40] | d_loss: 0.7242 | g_loss: 1.6662
Epoch [    5/   40] | d_loss: 1.0358 | g_loss: 2.3612
Epoch [    5/   40] | d_loss: 0.7459 | g_loss: 2.0403
Epoch [    5/   40] | d_loss: 0.7667 | g_loss: 1.8355
Epoch [    5/   40] | d_loss: 0.9580 | g_loss: 2.4138
Epoch [    5/   40] | d_loss: 0.5712 | g_loss: 1.9510
Epoch [    6/   40] | d_loss: 1.7202 | g_loss: 0.8681
Epoch [    6/   40] | d_loss: 0.6425 | g_loss: 1.5833
Epoch [    6/   40] | d_loss: 0.8397 | g_loss: 1.7023
Epoch [    6/   40] | d_loss: 0.6535 | g_loss: 2.9039
Epoch [    6/   40] | d_loss: 0.8252 | g_loss: 2.5707
Epoch [    6/   40] | d_loss: 0.7364 | g_loss: 1.5106
Epoch [    6/   40] | d_loss: 1.5462 | g_loss: 0.8115
Epoch [    6/   40] | d_loss: 0.6877 | g_loss: 2.3649
Epoch [    6/   40] | d_loss: 0.8697 | g_loss: 1.6483
Epoch [    6/   40] | d_loss: 0.6631 | g_loss: 1.7120
Epoch [    6/   40] | d_loss: 0.8292 | g_loss: 2.1473
Epoch [    6/   40] | d_loss: 0.8883 | g_loss: 1.3263
Epoch [    6/   40] | d_loss: 0.6317 | g_loss: 1.7679
Epoch [    6/   40] | d_loss: 0.5345 | g_loss: 2.1706
Epoch [    6/   40] | d_loss: 0.7931 | g_loss: 3.0628
Epoch [    6/   40] | d_loss: 0.9449 | g_loss: 2.2714
Epoch [    6/   40] | d_loss: 1.0219 | g_loss: 0.9989
Epoch [    6/   40] | d_loss: 0.6433 | g_loss: 2.2691
Epoch [    6/   40] | d_loss: 0.7269 | g_loss: 2.1293
Epoch [    6/   40] | d_loss: 0.9419 | g_loss: 1.6276
Epoch [    6/   40] | d_loss: 1.0264 | g_loss: 1.5153
Epoch [    6/   40] | d_loss: 0.7466 | g_loss: 2.4280
Epoch [    6/   40] | d_loss: 0.6529 | g_loss: 2.2427
Epoch [    6/   40] | d_loss: 0.7051 | g_loss: 2.0994
Epoch [    6/   40] | d_loss: 0.8966 | g_loss: 3.0945
Epoch [    6/   40] | d_loss: 0.7923 | g_loss: 2.0454
Epoch [    6/   40] | d_loss: 0.6024 | g_loss: 2.8342
Epoch [    6/   40] | d_loss: 0.7585 | g_loss: 2.0286
Epoch [    6/   40] | d_loss: 0.9200 | g_loss: 2.2819
Epoch [    6/   40] | d_loss: 0.8042 | g_loss: 1.4662
Epoch [    6/   40] | d_loss: 0.5985 | g_loss: 2.3967
Epoch [    6/   40] | d_loss: 0.7860 | g_loss: 1.1345
Epoch [    6/   40] | d_loss: 0.6833 | g_loss: 2.7044
Epoch [    6/   40] | d_loss: 0.6108 | g_loss: 2.5724
Epoch [    6/   40] | d_loss: 1.0287 | g_loss: 1.5080
Epoch [    6/   40] | d_loss: 0.7853 | g_loss: 1.4459
Epoch [    6/   40] | d_loss: 0.8346 | g_loss: 2.1282
Epoch [    6/   40] | d_loss: 0.7671 | g_loss: 1.4818
Epoch [    6/   40] | d_loss: 0.6691 | g_loss: 2.1892
Epoch [    6/   40] | d_loss: 0.6586 | g_loss: 1.7580
Epoch [    6/   40] | d_loss: 0.6940 | g_loss: 2.0320
Epoch [    6/   40] | d_loss: 0.7402 | g_loss: 1.7593
Epoch [    6/   40] | d_loss: 0.6825 | g_loss: 2.2016
Epoch [    6/   40] | d_loss: 0.9144 | g_loss: 1.7719
Epoch [    6/   40] | d_loss: 0.7802 | g_loss: 2.5674
Epoch [    6/   40] | d_loss: 0.6242 | g_loss: 1.5390
Epoch [    6/   40] | d_loss: 0.6434 | g_loss: 1.9010
Epoch [    6/   40] | d_loss: 0.7463 | g_loss: 2.6111
Epoch [    6/   40] | d_loss: 0.8627 | g_loss: 1.3293
Epoch [    6/   40] | d_loss: 0.9438 | g_loss: 1.7189
Epoch [    6/   40] | d_loss: 0.8050 | g_loss: 1.3548
Epoch [    6/   40] | d_loss: 0.5070 | g_loss: 2.3969
Epoch [    6/   40] | d_loss: 0.6033 | g_loss: 2.5417
Epoch [    6/   40] | d_loss: 0.7088 | g_loss: 1.3778
Epoch [    6/   40] | d_loss: 0.8021 | g_loss: 1.4501
Epoch [    6/   40] | d_loss: 0.7146 | g_loss: 1.7670
Epoch [    6/   40] | d_loss: 0.6954 | g_loss: 1.6883
Epoch [    7/   40] | d_loss: 0.7122 | g_loss: 1.2580
Epoch [    7/   40] | d_loss: 0.6158 | g_loss: 2.1440
Epoch [    7/   40] | d_loss: 0.7159 | g_loss: 2.3618
Epoch [    7/   40] | d_loss: 0.7023 | g_loss: 2.4336
Epoch [    7/   40] | d_loss: 0.7826 | g_loss: 2.2254
Epoch [    7/   40] | d_loss: 0.9351 | g_loss: 2.3998
Epoch [    7/   40] | d_loss: 0.6078 | g_loss: 2.1052
Epoch [    7/   40] | d_loss: 1.1788 | g_loss: 2.5742
Epoch [    7/   40] | d_loss: 0.6701 | g_loss: 1.7838
Epoch [    7/   40] | d_loss: 0.6420 | g_loss: 1.2730
Epoch [    7/   40] | d_loss: 0.6703 | g_loss: 1.2866
Epoch [    7/   40] | d_loss: 0.9101 | g_loss: 2.7107
Epoch [    7/   40] | d_loss: 0.7956 | g_loss: 2.7055
Epoch [    7/   40] | d_loss: 0.7634 | g_loss: 1.4732
Epoch [    7/   40] | d_loss: 0.7609 | g_loss: 2.3336
Epoch [    7/   40] | d_loss: 0.6311 | g_loss: 1.5845
Epoch [    7/   40] | d_loss: 0.5196 | g_loss: 1.4386
Epoch [    7/   40] | d_loss: 0.7732 | g_loss: 1.5823
Epoch [    7/   40] | d_loss: 0.9338 | g_loss: 1.4100
Epoch [    7/   40] | d_loss: 0.6148 | g_loss: 2.1277
Epoch [    7/   40] | d_loss: 0.9048 | g_loss: 1.3295
Epoch [    7/   40] | d_loss: 1.2965 | g_loss: 2.3660
Epoch [    7/   40] | d_loss: 0.6608 | g_loss: 1.8564
Epoch [    7/   40] | d_loss: 0.7746 | g_loss: 1.7913
Epoch [    7/   40] | d_loss: 0.6345 | g_loss: 2.0099
Epoch [    7/   40] | d_loss: 0.6079 | g_loss: 2.1679
Epoch [    7/   40] | d_loss: 0.8825 | g_loss: 1.9699
Epoch [    7/   40] | d_loss: 0.7890 | g_loss: 1.9335
Epoch [    7/   40] | d_loss: 1.2272 | g_loss: 1.1253
Epoch [    7/   40] | d_loss: 1.0695 | g_loss: 3.1553
Epoch [    7/   40] | d_loss: 0.8344 | g_loss: 1.2798
Epoch [    7/   40] | d_loss: 0.5604 | g_loss: 2.2040
Epoch [    7/   40] | d_loss: 0.7113 | g_loss: 2.0510
Epoch [    7/   40] | d_loss: 0.8013 | g_loss: 1.7144
Epoch [    7/   40] | d_loss: 0.5813 | g_loss: 2.4404
Epoch [    7/   40] | d_loss: 0.7105 | g_loss: 2.1196
Epoch [    7/   40] | d_loss: 0.8738 | g_loss: 1.5085
Epoch [    7/   40] | d_loss: 0.7409 | g_loss: 2.2001
Epoch [    7/   40] | d_loss: 0.7424 | g_loss: 2.2249
Epoch [    7/   40] | d_loss: 0.7847 | g_loss: 2.1143
Epoch [    7/   40] | d_loss: 0.5778 | g_loss: 2.3021
Epoch [    7/   40] | d_loss: 0.8011 | g_loss: 1.5075
Epoch [    7/   40] | d_loss: 0.7307 | g_loss: 1.2347
Epoch [    7/   40] | d_loss: 0.8065 | g_loss: 1.3546
Epoch [    7/   40] | d_loss: 0.6346 | g_loss: 1.4688
Epoch [    7/   40] | d_loss: 0.7597 | g_loss: 1.3989
Epoch [    7/   40] | d_loss: 0.7537 | g_loss: 2.7113
Epoch [    7/   40] | d_loss: 0.5719 | g_loss: 2.4816
Epoch [    7/   40] | d_loss: 1.0266 | g_loss: 2.3032
Epoch [    7/   40] | d_loss: 0.7456 | g_loss: 2.3775
Epoch [    7/   40] | d_loss: 0.6339 | g_loss: 2.3880
Epoch [    7/   40] | d_loss: 0.8773 | g_loss: 1.2946
Epoch [    7/   40] | d_loss: 0.7700 | g_loss: 2.6276
Epoch [    7/   40] | d_loss: 0.6867 | g_loss: 2.3067
Epoch [    7/   40] | d_loss: 0.7754 | g_loss: 2.8942
Epoch [    7/   40] | d_loss: 0.5296 | g_loss: 3.5244
Epoch [    7/   40] | d_loss: 0.6207 | g_loss: 2.2048
Epoch [    8/   40] | d_loss: 1.1769 | g_loss: 3.4462
Epoch [    8/   40] | d_loss: 0.7134 | g_loss: 2.1901
Epoch [    8/   40] | d_loss: 0.6808 | g_loss: 2.0551
Epoch [    8/   40] | d_loss: 0.6899 | g_loss: 1.4519
Epoch [    8/   40] | d_loss: 0.6809 | g_loss: 1.4384
Epoch [    8/   40] | d_loss: 0.8676 | g_loss: 2.3494
Epoch [    8/   40] | d_loss: 1.3334 | g_loss: 1.1761
Epoch [    8/   40] | d_loss: 0.8565 | g_loss: 1.1688
Epoch [    8/   40] | d_loss: 0.7998 | g_loss: 2.5965
Epoch [    8/   40] | d_loss: 1.0541 | g_loss: 0.8200
Epoch [    8/   40] | d_loss: 0.8171 | g_loss: 1.7352
Epoch [    8/   40] | d_loss: 0.8006 | g_loss: 2.4737
Epoch [    8/   40] | d_loss: 0.6448 | g_loss: 2.4745
Epoch [    8/   40] | d_loss: 0.8566 | g_loss: 3.0295
Epoch [    8/   40] | d_loss: 0.7786 | g_loss: 1.6718
Epoch [    8/   40] | d_loss: 0.5353 | g_loss: 1.6922
Epoch [    8/   40] | d_loss: 0.6851 | g_loss: 2.2177
Epoch [    8/   40] | d_loss: 0.5464 | g_loss: 2.1929
Epoch [    8/   40] | d_loss: 0.5188 | g_loss: 2.8129
Epoch [    8/   40] | d_loss: 0.6785 | g_loss: 2.0818
Epoch [    8/   40] | d_loss: 0.8393 | g_loss: 2.7195
Epoch [    8/   40] | d_loss: 0.9317 | g_loss: 0.8257
Epoch [    8/   40] | d_loss: 0.6712 | g_loss: 2.4203
Epoch [    8/   40] | d_loss: 0.6933 | g_loss: 2.1782
Epoch [    8/   40] | d_loss: 0.8189 | g_loss: 2.6794
Epoch [    8/   40] | d_loss: 0.5709 | g_loss: 1.7359
Epoch [    8/   40] | d_loss: 0.6209 | g_loss: 2.4761
Epoch [    8/   40] | d_loss: 0.6872 | g_loss: 1.5852
Epoch [    8/   40] | d_loss: 0.7629 | g_loss: 1.4199
Epoch [    8/   40] | d_loss: 0.6813 | g_loss: 1.6789
Epoch [    8/   40] | d_loss: 0.5671 | g_loss: 2.3795
Epoch [    8/   40] | d_loss: 0.8229 | g_loss: 1.4147
Epoch [    8/   40] | d_loss: 0.8969 | g_loss: 1.2426
Epoch [    8/   40] | d_loss: 1.4103 | g_loss: 0.7650
Epoch [    8/   40] | d_loss: 0.4837 | g_loss: 3.4795
Epoch [    8/   40] | d_loss: 0.7330 | g_loss: 2.1524
Epoch [    8/   40] | d_loss: 0.6635 | g_loss: 2.2034
Epoch [    8/   40] | d_loss: 1.2017 | g_loss: 0.9470
Epoch [    8/   40] | d_loss: 0.6039 | g_loss: 2.9933
Epoch [    8/   40] | d_loss: 0.8236 | g_loss: 1.5779
Epoch [    8/   40] | d_loss: 0.7710 | g_loss: 1.6061
Epoch [    8/   40] | d_loss: 0.5271 | g_loss: 2.8288
Epoch [    8/   40] | d_loss: 0.9332 | g_loss: 2.5100
Epoch [    8/   40] | d_loss: 0.6346 | g_loss: 2.4838
Epoch [    8/   40] | d_loss: 0.6235 | g_loss: 2.6323
Epoch [    8/   40] | d_loss: 0.6091 | g_loss: 1.7175
Epoch [    8/   40] | d_loss: 0.8115 | g_loss: 1.5753
Epoch [    8/   40] | d_loss: 0.7309 | g_loss: 2.8662
Epoch [    8/   40] | d_loss: 0.5688 | g_loss: 2.4901
Epoch [    8/   40] | d_loss: 0.8114 | g_loss: 2.3156
Epoch [    8/   40] | d_loss: 0.9481 | g_loss: 1.1256
Epoch [    8/   40] | d_loss: 0.6308 | g_loss: 2.4658
Epoch [    8/   40] | d_loss: 0.5942 | g_loss: 1.7977
Epoch [    8/   40] | d_loss: 0.5874 | g_loss: 2.5583
Epoch [    8/   40] | d_loss: 0.6641 | g_loss: 1.7945
Epoch [    8/   40] | d_loss: 0.6669 | g_loss: 2.3704
Epoch [    8/   40] | d_loss: 0.8906 | g_loss: 2.7107
Epoch [    9/   40] | d_loss: 0.9614 | g_loss: 1.0029
Epoch [    9/   40] | d_loss: 0.7824 | g_loss: 2.2017
Epoch [    9/   40] | d_loss: 0.7161 | g_loss: 2.0030
Epoch [    9/   40] | d_loss: 0.7374 | g_loss: 2.9484
Epoch [    9/   40] | d_loss: 0.9287 | g_loss: 2.1087
Epoch [    9/   40] | d_loss: 0.6893 | g_loss: 2.0542
Epoch [    9/   40] | d_loss: 0.4772 | g_loss: 2.7174
Epoch [    9/   40] | d_loss: 0.9558 | g_loss: 1.4140
Epoch [    9/   40] | d_loss: 0.7977 | g_loss: 2.1744
Epoch [    9/   40] | d_loss: 0.8177 | g_loss: 1.4001
Epoch [    9/   40] | d_loss: 0.6066 | g_loss: 2.4068
Epoch [    9/   40] | d_loss: 0.5812 | g_loss: 2.2786
Epoch [    9/   40] | d_loss: 0.8286 | g_loss: 2.0550
Epoch [    9/   40] | d_loss: 0.6539 | g_loss: 1.9050
Epoch [    9/   40] | d_loss: 0.6273 | g_loss: 2.6094
Epoch [    9/   40] | d_loss: 0.5492 | g_loss: 1.8928
Epoch [    9/   40] | d_loss: 0.6016 | g_loss: 2.6202
Epoch [    9/   40] | d_loss: 0.5861 | g_loss: 1.6618
Epoch [    9/   40] | d_loss: 0.5013 | g_loss: 2.7086
Epoch [    9/   40] | d_loss: 0.5044 | g_loss: 2.6601
Epoch [    9/   40] | d_loss: 0.5453 | g_loss: 2.6440
Epoch [    9/   40] | d_loss: 1.0067 | g_loss: 2.8009
Epoch [    9/   40] | d_loss: 0.7349 | g_loss: 1.1591
Epoch [    9/   40] | d_loss: 0.5560 | g_loss: 2.2302
Epoch [    9/   40] | d_loss: 0.9524 | g_loss: 1.5686
Epoch [    9/   40] | d_loss: 0.7069 | g_loss: 2.0016
Epoch [    9/   40] | d_loss: 0.5702 | g_loss: 2.1087
Epoch [    9/   40] | d_loss: 0.5046 | g_loss: 2.6929
Epoch [    9/   40] | d_loss: 0.8352 | g_loss: 2.9430
Epoch [    9/   40] | d_loss: 0.6133 | g_loss: 2.5087
Epoch [    9/   40] | d_loss: 0.7086 | g_loss: 1.3822
Epoch [    9/   40] | d_loss: 0.8683 | g_loss: 4.0247
Epoch [    9/   40] | d_loss: 0.8065 | g_loss: 2.2091
Epoch [    9/   40] | d_loss: 0.5240 | g_loss: 2.8599
Epoch [    9/   40] | d_loss: 0.7689 | g_loss: 2.4493
Epoch [    9/   40] | d_loss: 0.5979 | g_loss: 1.8642
Epoch [    9/   40] | d_loss: 0.4929 | g_loss: 2.4393
Epoch [    9/   40] | d_loss: 0.4768 | g_loss: 3.5981
Epoch [    9/   40] | d_loss: 0.7286 | g_loss: 2.9422
Epoch [    9/   40] | d_loss: 0.6823 | g_loss: 1.2331
Epoch [    9/   40] | d_loss: 0.8676 | g_loss: 2.4984
Epoch [    9/   40] | d_loss: 0.5869 | g_loss: 1.5457
Epoch [    9/   40] | d_loss: 0.6607 | g_loss: 2.5768
Epoch [    9/   40] | d_loss: 0.5993 | g_loss: 2.3744
Epoch [    9/   40] | d_loss: 0.5406 | g_loss: 2.6095
Epoch [    9/   40] | d_loss: 0.7910 | g_loss: 1.2506
Epoch [    9/   40] | d_loss: 1.1482 | g_loss: 3.7386
Epoch [    9/   40] | d_loss: 0.7019 | g_loss: 2.2561
Epoch [    9/   40] | d_loss: 0.8155 | g_loss: 2.0516
Epoch [    9/   40] | d_loss: 1.0623 | g_loss: 2.3851
Epoch [    9/   40] | d_loss: 0.7451 | g_loss: 2.8997
Epoch [    9/   40] | d_loss: 0.9653 | g_loss: 1.4496
Epoch [    9/   40] | d_loss: 0.6133 | g_loss: 2.3650
Epoch [    9/   40] | d_loss: 0.6215 | g_loss: 1.7494
Epoch [    9/   40] | d_loss: 0.6232 | g_loss: 3.1409
Epoch [    9/   40] | d_loss: 0.6070 | g_loss: 1.8318
Epoch [    9/   40] | d_loss: 0.5791 | g_loss: 2.1447
Epoch [   10/   40] | d_loss: 1.4212 | g_loss: 3.5596
Epoch [   10/   40] | d_loss: 0.6237 | g_loss: 2.1190
Epoch [   10/   40] | d_loss: 0.7805 | g_loss: 2.5844
Epoch [   10/   40] | d_loss: 0.5494 | g_loss: 1.6395
Epoch [   10/   40] | d_loss: 0.5643 | g_loss: 2.8529
Epoch [   10/   40] | d_loss: 0.7411 | g_loss: 2.9940
Epoch [   10/   40] | d_loss: 0.5551 | g_loss: 3.0555
Epoch [   10/   40] | d_loss: 0.6212 | g_loss: 2.9409
Epoch [   10/   40] | d_loss: 0.6695 | g_loss: 1.3302
Epoch [   10/   40] | d_loss: 0.6395 | g_loss: 1.7122
Epoch [   10/   40] | d_loss: 1.0595 | g_loss: 0.9201
Epoch [   10/   40] | d_loss: 0.8185 | g_loss: 1.9936
Epoch [   10/   40] | d_loss: 0.4716 | g_loss: 2.2935
Epoch [   10/   40] | d_loss: 0.6609 | g_loss: 2.1072
Epoch [   10/   40] | d_loss: 0.4779 | g_loss: 3.0635
Epoch [   10/   40] | d_loss: 0.5196 | g_loss: 3.2954
Epoch [   10/   40] | d_loss: 0.6842 | g_loss: 1.9994
Epoch [   10/   40] | d_loss: 0.5976 | g_loss: 1.9223
Epoch [   10/   40] | d_loss: 1.1048 | g_loss: 3.7949
Epoch [   10/   40] | d_loss: 0.7055 | g_loss: 1.8940
Epoch [   10/   40] | d_loss: 0.6448 | g_loss: 2.6445
Epoch [   10/   40] | d_loss: 1.0320 | g_loss: 1.1784
Epoch [   10/   40] | d_loss: 0.6957 | g_loss: 2.3166
Epoch [   10/   40] | d_loss: 0.6517 | g_loss: 2.8030
Epoch [   10/   40] | d_loss: 0.8606 | g_loss: 1.0849
Epoch [   10/   40] | d_loss: 1.0591 | g_loss: 1.7426
Epoch [   10/   40] | d_loss: 0.5449 | g_loss: 2.5307
Epoch [   10/   40] | d_loss: 0.4749 | g_loss: 2.7827
Epoch [   10/   40] | d_loss: 0.5460 | g_loss: 2.1213
Epoch [   10/   40] | d_loss: 0.7112 | g_loss: 2.2729
Epoch [   10/   40] | d_loss: 0.5291 | g_loss: 1.6034
Epoch [   10/   40] | d_loss: 0.5159 | g_loss: 1.5137
Epoch [   10/   40] | d_loss: 0.7113 | g_loss: 3.5557
Epoch [   10/   40] | d_loss: 0.6871 | g_loss: 1.9452
Epoch [   10/   40] | d_loss: 0.6686 | g_loss: 3.1984
Epoch [   10/   40] | d_loss: 0.7340 | g_loss: 2.1247
Epoch [   10/   40] | d_loss: 0.5749 | g_loss: 2.6213
Epoch [   10/   40] | d_loss: 0.4915 | g_loss: 2.6924
Epoch [   10/   40] | d_loss: 0.7702 | g_loss: 2.0610
Epoch [   10/   40] | d_loss: 0.5415 | g_loss: 2.7623
Epoch [   10/   40] | d_loss: 0.6848 | g_loss: 2.7404
Epoch [   10/   40] | d_loss: 0.7278 | g_loss: 2.1561
Epoch [   10/   40] | d_loss: 0.7334 | g_loss: 4.1770
Epoch [   10/   40] | d_loss: 0.9788 | g_loss: 3.8959
Epoch [   10/   40] | d_loss: 0.5595 | g_loss: 2.5126
Epoch [   10/   40] | d_loss: 0.5678 | g_loss: 1.5385
Epoch [   10/   40] | d_loss: 0.6727 | g_loss: 2.4430
Epoch [   10/   40] | d_loss: 0.5062 | g_loss: 2.7171
Epoch [   10/   40] | d_loss: 0.5842 | g_loss: 3.6983
Epoch [   10/   40] | d_loss: 0.7446 | g_loss: 2.7957
Epoch [   10/   40] | d_loss: 0.8466 | g_loss: 1.7794
Epoch [   10/   40] | d_loss: 0.8236 | g_loss: 2.3062
Epoch [   10/   40] | d_loss: 0.8486 | g_loss: 1.2668
Epoch [   10/   40] | d_loss: 0.8064 | g_loss: 1.5925
Epoch [   10/   40] | d_loss: 1.2572 | g_loss: 1.1634
Epoch [   10/   40] | d_loss: 1.1216 | g_loss: 1.6768
Epoch [   10/   40] | d_loss: 0.4588 | g_loss: 3.8731
Epoch [   11/   40] | d_loss: 0.5725 | g_loss: 3.2895
Epoch [   11/   40] | d_loss: 1.1083 | g_loss: 2.8509
Epoch [   11/   40] | d_loss: 1.1027 | g_loss: 2.0740
Epoch [   11/   40] | d_loss: 0.5992 | g_loss: 2.0884
Epoch [   11/   40] | d_loss: 0.6119 | g_loss: 2.1659
Epoch [   11/   40] | d_loss: 0.6262 | g_loss: 2.7209
Epoch [   11/   40] | d_loss: 0.6055 | g_loss: 2.3202
Epoch [   11/   40] | d_loss: 0.6569 | g_loss: 2.2617
Epoch [   11/   40] | d_loss: 0.5017 | g_loss: 2.4645
Epoch [   11/   40] | d_loss: 0.6734 | g_loss: 2.2107
Epoch [   11/   40] | d_loss: 0.7788 | g_loss: 1.5984
Epoch [   11/   40] | d_loss: 0.5393 | g_loss: 2.3084
Epoch [   11/   40] | d_loss: 0.6452 | g_loss: 1.9110
Epoch [   11/   40] | d_loss: 0.6731 | g_loss: 3.0319
Epoch [   11/   40] | d_loss: 0.5945 | g_loss: 1.5832
Epoch [   11/   40] | d_loss: 0.5944 | g_loss: 3.2290
Epoch [   11/   40] | d_loss: 0.6120 | g_loss: 2.1095
Epoch [   11/   40] | d_loss: 0.5300 | g_loss: 3.3035
Epoch [   11/   40] | d_loss: 0.7066 | g_loss: 2.9755
Epoch [   11/   40] | d_loss: 0.8729 | g_loss: 1.8927
Epoch [   11/   40] | d_loss: 0.6944 | g_loss: 2.3920
Epoch [   11/   40] | d_loss: 0.4768 | g_loss: 2.2053
Epoch [   11/   40] | d_loss: 0.4486 | g_loss: 2.7229
Epoch [   11/   40] | d_loss: 0.7173 | g_loss: 2.0376
Epoch [   11/   40] | d_loss: 0.6884 | g_loss: 2.1155
Epoch [   11/   40] | d_loss: 0.5807 | g_loss: 3.2212
Epoch [   11/   40] | d_loss: 0.6193 | g_loss: 3.2882
Epoch [   11/   40] | d_loss: 0.6649 | g_loss: 1.2084
Epoch [   11/   40] | d_loss: 0.4901 | g_loss: 3.1603
Epoch [   11/   40] | d_loss: 0.5214 | g_loss: 2.2663
Epoch [   11/   40] | d_loss: 0.8163 | g_loss: 2.0550
Epoch [   11/   40] | d_loss: 0.5869 | g_loss: 3.4096
Epoch [   11/   40] | d_loss: 0.7783 | g_loss: 3.3194
Epoch [   11/   40] | d_loss: 0.9657 | g_loss: 1.4444
Epoch [   11/   40] | d_loss: 0.5432 | g_loss: 3.0946
Epoch [   11/   40] | d_loss: 0.6988 | g_loss: 2.5632
Epoch [   11/   40] | d_loss: 0.6317 | g_loss: 3.1223
Epoch [   11/   40] | d_loss: 0.8027 | g_loss: 1.2673
Epoch [   11/   40] | d_loss: 1.3060 | g_loss: 2.8233
Epoch [   11/   40] | d_loss: 1.2790 | g_loss: 3.4889
Epoch [   11/   40] | d_loss: 0.7279 | g_loss: 2.6789
Epoch [   11/   40] | d_loss: 0.6981 | g_loss: 2.8850
Epoch [   11/   40] | d_loss: 0.5621 | g_loss: 2.6080
Epoch [   11/   40] | d_loss: 0.5466 | g_loss: 2.5059
Epoch [   11/   40] | d_loss: 0.6902 | g_loss: 2.4707
Epoch [   11/   40] | d_loss: 0.6576 | g_loss: 2.6485
Epoch [   11/   40] | d_loss: 0.7182 | g_loss: 2.3233
Epoch [   11/   40] | d_loss: 0.5975 | g_loss: 2.7005
Epoch [   11/   40] | d_loss: 0.4754 | g_loss: 2.7335
Epoch [   11/   40] | d_loss: 0.4788 | g_loss: 2.2689
Epoch [   11/   40] | d_loss: 0.5452 | g_loss: 2.6763
Epoch [   11/   40] | d_loss: 0.5727 | g_loss: 1.6571
Epoch [   11/   40] | d_loss: 0.5281 | g_loss: 3.1534
Epoch [   11/   40] | d_loss: 0.7714 | g_loss: 3.4908
Epoch [   11/   40] | d_loss: 0.8169 | g_loss: 1.5797
Epoch [   11/   40] | d_loss: 0.7693 | g_loss: 2.7476
Epoch [   11/   40] | d_loss: 0.6504 | g_loss: 1.8449
Epoch [   12/   40] | d_loss: 1.0267 | g_loss: 4.0769
Epoch [   12/   40] | d_loss: 0.5848 | g_loss: 2.0112
Epoch [   12/   40] | d_loss: 0.8741 | g_loss: 2.5133
Epoch [   12/   40] | d_loss: 0.6420 | g_loss: 2.2566
Epoch [   12/   40] | d_loss: 0.7065 | g_loss: 1.8551
Epoch [   12/   40] | d_loss: 0.4811 | g_loss: 3.3336
Epoch [   12/   40] | d_loss: 0.5347 | g_loss: 2.4968
Epoch [   12/   40] | d_loss: 0.5066 | g_loss: 2.7705
Epoch [   12/   40] | d_loss: 0.5734 | g_loss: 3.8125
Epoch [   12/   40] | d_loss: 0.7103 | g_loss: 2.8056
Epoch [   12/   40] | d_loss: 0.5383 | g_loss: 4.0187
Epoch [   12/   40] | d_loss: 0.5407 | g_loss: 2.7022
Epoch [   12/   40] | d_loss: 0.6697 | g_loss: 2.0513
Epoch [   12/   40] | d_loss: 0.6334 | g_loss: 2.6493
Epoch [   12/   40] | d_loss: 0.4678 | g_loss: 2.6704
Epoch [   12/   40] | d_loss: 0.6107 | g_loss: 2.1495
Epoch [   12/   40] | d_loss: 1.1663 | g_loss: 1.9867
Epoch [   12/   40] | d_loss: 0.8733 | g_loss: 1.7658
Epoch [   12/   40] | d_loss: 0.7092 | g_loss: 1.8531
Epoch [   12/   40] | d_loss: 0.4048 | g_loss: 3.0299
Epoch [   12/   40] | d_loss: 0.5451 | g_loss: 3.4310
Epoch [   12/   40] | d_loss: 0.5340 | g_loss: 3.2851
Epoch [   12/   40] | d_loss: 0.5482 | g_loss: 2.0444
Epoch [   12/   40] | d_loss: 0.5280 | g_loss: 3.0664
Epoch [   12/   40] | d_loss: 0.7865 | g_loss: 3.3594
Epoch [   12/   40] | d_loss: 0.5868 | g_loss: 4.4824
Epoch [   12/   40] | d_loss: 0.6528 | g_loss: 3.8699
Epoch [   12/   40] | d_loss: 0.9343 | g_loss: 2.3024
Epoch [   12/   40] | d_loss: 0.7576 | g_loss: 2.6818
Epoch [   12/   40] | d_loss: 0.5257 | g_loss: 2.7020
Epoch [   12/   40] | d_loss: 2.8187 | g_loss: 6.1307
Epoch [   12/   40] | d_loss: 0.5760 | g_loss: 2.0285
Epoch [   12/   40] | d_loss: 0.5120 | g_loss: 2.5884
Epoch [   12/   40] | d_loss: 0.8085 | g_loss: 1.4615
Epoch [   12/   40] | d_loss: 0.6292 | g_loss: 2.6587
Epoch [   12/   40] | d_loss: 0.5966 | g_loss: 2.3401
Epoch [   12/   40] | d_loss: 0.9915 | g_loss: 1.2745
Epoch [   12/   40] | d_loss: 1.0163 | g_loss: 3.2351
Epoch [   12/   40] | d_loss: 0.5233 | g_loss: 3.3544
Epoch [   12/   40] | d_loss: 0.6162 | g_loss: 2.3976
Epoch [   12/   40] | d_loss: 0.5052 | g_loss: 2.6191
Epoch [   12/   40] | d_loss: 0.7192 | g_loss: 2.4765
Epoch [   12/   40] | d_loss: 0.4791 | g_loss: 2.6654
Epoch [   12/   40] | d_loss: 0.8826 | g_loss: 3.1714
Epoch [   12/   40] | d_loss: 0.8221 | g_loss: 3.6074
Epoch [   12/   40] | d_loss: 0.6765 | g_loss: 2.5599
Epoch [   12/   40] | d_loss: 0.5229 | g_loss: 2.8647
Epoch [   12/   40] | d_loss: 0.4549 | g_loss: 2.6339
Epoch [   12/   40] | d_loss: 0.5895 | g_loss: 2.5249
Epoch [   12/   40] | d_loss: 0.5849 | g_loss: 1.7131
Epoch [   12/   40] | d_loss: 0.6038 | g_loss: 1.6394
Epoch [   12/   40] | d_loss: 0.9240 | g_loss: 3.1492
Epoch [   12/   40] | d_loss: 1.1165 | g_loss: 3.2034
Epoch [   12/   40] | d_loss: 0.5875 | g_loss: 3.3825
Epoch [   12/   40] | d_loss: 0.4836 | g_loss: 2.2050
Epoch [   12/   40] | d_loss: 0.6772 | g_loss: 2.2578
Epoch [   12/   40] | d_loss: 0.5075 | g_loss: 2.9671
Epoch [   13/   40] | d_loss: 0.5981 | g_loss: 2.1543
Epoch [   13/   40] | d_loss: 0.4220 | g_loss: 3.0716
Epoch [   13/   40] | d_loss: 0.6963 | g_loss: 2.7128
Epoch [   13/   40] | d_loss: 0.6971 | g_loss: 2.9124
Epoch [   13/   40] | d_loss: 0.5227 | g_loss: 2.4937
Epoch [   13/   40] | d_loss: 0.6988 | g_loss: 1.3643
Epoch [   13/   40] | d_loss: 0.5875 | g_loss: 2.3909
Epoch [   13/   40] | d_loss: 0.6135 | g_loss: 1.7978
Epoch [   13/   40] | d_loss: 0.5703 | g_loss: 3.4435
Epoch [   13/   40] | d_loss: 0.4011 | g_loss: 3.6597
Epoch [   13/   40] | d_loss: 0.4957 | g_loss: 2.3677
Epoch [   13/   40] | d_loss: 0.8426 | g_loss: 1.8700
Epoch [   13/   40] | d_loss: 0.4276 | g_loss: 2.9159
Epoch [   13/   40] | d_loss: 0.4732 | g_loss: 3.5392
Epoch [   13/   40] | d_loss: 0.6248 | g_loss: 2.6162
Epoch [   13/   40] | d_loss: 0.5325 | g_loss: 3.7735
Epoch [   13/   40] | d_loss: 0.8370 | g_loss: 2.3498
Epoch [   13/   40] | d_loss: 0.5961 | g_loss: 2.1262
Epoch [   13/   40] | d_loss: 0.9976 | g_loss: 0.8656
Epoch [   13/   40] | d_loss: 0.6111 | g_loss: 1.7350
Epoch [   13/   40] | d_loss: 0.5794 | g_loss: 2.1808
Epoch [   13/   40] | d_loss: 0.7324 | g_loss: 2.2700
Epoch [   13/   40] | d_loss: 0.6512 | g_loss: 2.5145
Epoch [   13/   40] | d_loss: 0.8704 | g_loss: 2.2110
Epoch [   13/   40] | d_loss: 0.5410 | g_loss: 3.0152
Epoch [   13/   40] | d_loss: 0.6864 | g_loss: 2.1450
Epoch [   13/   40] | d_loss: 0.5791 | g_loss: 3.3683
Epoch [   13/   40] | d_loss: 0.5738 | g_loss: 2.2825
Epoch [   13/   40] | d_loss: 0.6087 | g_loss: 2.2012
Epoch [   13/   40] | d_loss: 0.5650 | g_loss: 2.3523
Epoch [   13/   40] | d_loss: 1.1379 | g_loss: 0.9948
Epoch [   13/   40] | d_loss: 1.1409 | g_loss: 3.0940
Epoch [   13/   40] | d_loss: 0.8103 | g_loss: 1.6819
Epoch [   13/   40] | d_loss: 0.4607 | g_loss: 2.4907
Epoch [   13/   40] | d_loss: 0.8980 | g_loss: 1.3411
Epoch [   13/   40] | d_loss: 0.7444 | g_loss: 2.5032
Epoch [   13/   40] | d_loss: 0.4361 | g_loss: 3.5575
Epoch [   13/   40] | d_loss: 0.4752 | g_loss: 2.9140
Epoch [   13/   40] | d_loss: 0.8253 | g_loss: 3.7195
Epoch [   13/   40] | d_loss: 0.4396 | g_loss: 1.8417
Epoch [   13/   40] | d_loss: 0.9394 | g_loss: 3.5260
Epoch [   13/   40] | d_loss: 0.5989 | g_loss: 1.8218
Epoch [   13/   40] | d_loss: 0.4455 | g_loss: 3.6015
Epoch [   13/   40] | d_loss: 0.5746 | g_loss: 2.8148
Epoch [   13/   40] | d_loss: 0.5471 | g_loss: 2.3291
Epoch [   13/   40] | d_loss: 0.5846 | g_loss: 1.9164
Epoch [   13/   40] | d_loss: 0.7433 | g_loss: 1.5397
Epoch [   13/   40] | d_loss: 0.4453 | g_loss: 3.1358
Epoch [   13/   40] | d_loss: 0.5349 | g_loss: 3.5653
Epoch [   13/   40] | d_loss: 0.5535 | g_loss: 2.2612
Epoch [   13/   40] | d_loss: 1.1833 | g_loss: 3.3382
Epoch [   13/   40] | d_loss: 0.4615 | g_loss: 3.0836
Epoch [   13/   40] | d_loss: 0.8814 | g_loss: 4.1205
Epoch [   13/   40] | d_loss: 0.8277 | g_loss: 1.9819
Epoch [   13/   40] | d_loss: 0.6491 | g_loss: 1.8456
Epoch [   13/   40] | d_loss: 0.4782 | g_loss: 3.7899
Epoch [   13/   40] | d_loss: 0.6101 | g_loss: 1.7338
Epoch [   14/   40] | d_loss: 0.5527 | g_loss: 2.8831
Epoch [   14/   40] | d_loss: 0.5036 | g_loss: 2.2388
Epoch [   14/   40] | d_loss: 0.4919 | g_loss: 2.0310
Epoch [   14/   40] | d_loss: 0.8597 | g_loss: 1.2338
Epoch [   14/   40] | d_loss: 0.7122 | g_loss: 4.2657
Epoch [   14/   40] | d_loss: 0.5002 | g_loss: 3.4327
Epoch [   14/   40] | d_loss: 0.5740 | g_loss: 2.8376
Epoch [   14/   40] | d_loss: 0.6149 | g_loss: 4.0507
Epoch [   14/   40] | d_loss: 0.4069 | g_loss: 2.7616
Epoch [   14/   40] | d_loss: 0.9420 | g_loss: 3.4074
Epoch [   14/   40] | d_loss: 0.5222 | g_loss: 3.0855
Epoch [   14/   40] | d_loss: 0.4672 | g_loss: 2.4441
Epoch [   14/   40] | d_loss: 0.7708 | g_loss: 3.4354
Epoch [   14/   40] | d_loss: 0.5032 | g_loss: 3.2551
Epoch [   14/   40] | d_loss: 0.7976 | g_loss: 2.3571
Epoch [   14/   40] | d_loss: 0.6575 | g_loss: 2.2854
Epoch [   14/   40] | d_loss: 1.5218 | g_loss: 2.6017
Epoch [   14/   40] | d_loss: 0.5478 | g_loss: 2.0942
Epoch [   14/   40] | d_loss: 0.6057 | g_loss: 2.5091
Epoch [   14/   40] | d_loss: 0.6307 | g_loss: 2.5699
Epoch [   14/   40] | d_loss: 0.4926 | g_loss: 2.6965
Epoch [   14/   40] | d_loss: 0.4768 | g_loss: 3.9067
Epoch [   14/   40] | d_loss: 0.4465 | g_loss: 3.9415
Epoch [   14/   40] | d_loss: 0.6615 | g_loss: 2.0091
Epoch [   14/   40] | d_loss: 0.7142 | g_loss: 2.1830
Epoch [   14/   40] | d_loss: 0.6620 | g_loss: 2.3170
Epoch [   14/   40] | d_loss: 0.6557 | g_loss: 1.7712
Epoch [   14/   40] | d_loss: 0.4759 | g_loss: 3.5002
Epoch [   14/   40] | d_loss: 0.5559 | g_loss: 2.2645
Epoch [   14/   40] | d_loss: 0.7332 | g_loss: 3.1807
Epoch [   14/   40] | d_loss: 0.4823 | g_loss: 2.4823
Epoch [   14/   40] | d_loss: 0.6703 | g_loss: 2.5041
Epoch [   14/   40] | d_loss: 0.8739 | g_loss: 2.7595
Epoch [   14/   40] | d_loss: 0.4637 | g_loss: 2.7495
Epoch [   14/   40] | d_loss: 0.6779 | g_loss: 2.4361
Epoch [   14/   40] | d_loss: 0.5617 | g_loss: 3.2537
Epoch [   14/   40] | d_loss: 0.5324 | g_loss: 2.5587
Epoch [   14/   40] | d_loss: 0.7419 | g_loss: 2.2977
Epoch [   14/   40] | d_loss: 0.4572 | g_loss: 3.2882
Epoch [   14/   40] | d_loss: 0.8051 | g_loss: 2.0712
Epoch [   14/   40] | d_loss: 0.5129 | g_loss: 3.2987
Epoch [   14/   40] | d_loss: 0.8349 | g_loss: 3.2586
Epoch [   14/   40] | d_loss: 0.5206 | g_loss: 2.2061
Epoch [   14/   40] | d_loss: 0.4819 | g_loss: 2.9525
Epoch [   14/   40] | d_loss: 0.8887 | g_loss: 2.9878
Epoch [   14/   40] | d_loss: 0.7550 | g_loss: 2.6747
Epoch [   14/   40] | d_loss: 1.0893 | g_loss: 2.3407
Epoch [   14/   40] | d_loss: 0.4543 | g_loss: 1.1646
Epoch [   14/   40] | d_loss: 0.8931 | g_loss: 3.2908
Epoch [   14/   40] | d_loss: 0.6274 | g_loss: 3.6953
Epoch [   14/   40] | d_loss: 0.6984 | g_loss: 1.3903
Epoch [   14/   40] | d_loss: 0.4155 | g_loss: 2.8269
Epoch [   14/   40] | d_loss: 0.5059 | g_loss: 3.4978
Epoch [   14/   40] | d_loss: 0.9014 | g_loss: 1.4441
Epoch [   14/   40] | d_loss: 0.5601 | g_loss: 1.9469
Epoch [   14/   40] | d_loss: 0.9702 | g_loss: 3.8265
Epoch [   14/   40] | d_loss: 0.5838 | g_loss: 1.9667
Epoch [   15/   40] | d_loss: 0.6637 | g_loss: 2.7823
Epoch [   15/   40] | d_loss: 0.4743 | g_loss: 2.6712
Epoch [   15/   40] | d_loss: 0.4259 | g_loss: 2.5928
Epoch [   15/   40] | d_loss: 0.6102 | g_loss: 2.7030
Epoch [   15/   40] | d_loss: 0.7857 | g_loss: 1.9698
Epoch [   15/   40] | d_loss: 0.5706 | g_loss: 2.0514
Epoch [   15/   40] | d_loss: 0.8102 | g_loss: 1.0850
Epoch [   15/   40] | d_loss: 0.5025 | g_loss: 3.0786
Epoch [   15/   40] | d_loss: 0.4719 | g_loss: 2.2198
Epoch [   15/   40] | d_loss: 0.7054 | g_loss: 1.3161
Epoch [   15/   40] | d_loss: 0.5881 | g_loss: 2.0535
Epoch [   15/   40] | d_loss: 1.2895 | g_loss: 3.8741
Epoch [   15/   40] | d_loss: 0.7142 | g_loss: 2.9863
Epoch [   15/   40] | d_loss: 0.4916 | g_loss: 2.4925
Epoch [   15/   40] | d_loss: 0.6411 | g_loss: 2.0616
Epoch [   15/   40] | d_loss: 0.6302 | g_loss: 2.3107
Epoch [   15/   40] | d_loss: 0.5264 | g_loss: 2.9037
Epoch [   15/   40] | d_loss: 0.6967 | g_loss: 2.2645
Epoch [   15/   40] | d_loss: 0.5452 | g_loss: 3.6095
Epoch [   15/   40] | d_loss: 0.6692 | g_loss: 3.5399
Epoch [   15/   40] | d_loss: 0.5329 | g_loss: 2.5379
Epoch [   15/   40] | d_loss: 0.5318 | g_loss: 2.6114
Epoch [   15/   40] | d_loss: 0.8461 | g_loss: 1.8032
Epoch [   15/   40] | d_loss: 0.6422 | g_loss: 3.2649
Epoch [   15/   40] | d_loss: 0.4547 | g_loss: 2.8707
Epoch [   15/   40] | d_loss: 0.5253 | g_loss: 1.8801
Epoch [   15/   40] | d_loss: 0.8384 | g_loss: 1.5816
Epoch [   15/   40] | d_loss: 0.6098 | g_loss: 2.3325
Epoch [   15/   40] | d_loss: 0.6043 | g_loss: 3.0107
Epoch [   15/   40] | d_loss: 0.5613 | g_loss: 3.5667
Epoch [   15/   40] | d_loss: 0.9743 | g_loss: 1.2220
Epoch [   15/   40] | d_loss: 0.4715 | g_loss: 3.7657
Epoch [   15/   40] | d_loss: 0.6234 | g_loss: 2.6959
Epoch [   15/   40] | d_loss: 0.7463 | g_loss: 2.3821
Epoch [   15/   40] | d_loss: 0.5627 | g_loss: 2.5310
Epoch [   15/   40] | d_loss: 0.4884 | g_loss: 3.0453
Epoch [   15/   40] | d_loss: 0.4763 | g_loss: 2.8311
Epoch [   15/   40] | d_loss: 0.4170 | g_loss: 2.5344
Epoch [   15/   40] | d_loss: 0.5180 | g_loss: 3.1476
Epoch [   15/   40] | d_loss: 0.4430 | g_loss: 3.0276
Epoch [   15/   40] | d_loss: 0.6832 | g_loss: 2.2146
Epoch [   15/   40] | d_loss: 0.5022 | g_loss: 3.1913
Epoch [   15/   40] | d_loss: 0.5141 | g_loss: 3.0291
Epoch [   15/   40] | d_loss: 1.1125 | g_loss: 1.9416
Epoch [   15/   40] | d_loss: 0.7536 | g_loss: 2.9945
Epoch [   15/   40] | d_loss: 0.7930 | g_loss: 1.4202
Epoch [   15/   40] | d_loss: 0.5307 | g_loss: 2.3019
Epoch [   15/   40] | d_loss: 0.6775 | g_loss: 2.3052
Epoch [   15/   40] | d_loss: 0.6639 | g_loss: 3.7421
Epoch [   15/   40] | d_loss: 0.7082 | g_loss: 2.0751
Epoch [   15/   40] | d_loss: 0.5847 | g_loss: 1.9998
Epoch [   15/   40] | d_loss: 0.7413 | g_loss: 2.9016
Epoch [   15/   40] | d_loss: 0.4795 | g_loss: 3.0916
Epoch [   15/   40] | d_loss: 0.7240 | g_loss: 1.5570
Epoch [   15/   40] | d_loss: 0.5426 | g_loss: 3.4217
Epoch [   15/   40] | d_loss: 0.8790 | g_loss: 3.7483
Epoch [   15/   40] | d_loss: 0.5039 | g_loss: 2.5329
Epoch [   16/   40] | d_loss: 0.5752 | g_loss: 3.4819
Epoch [   16/   40] | d_loss: 0.4621 | g_loss: 3.2178
Epoch [   16/   40] | d_loss: 0.5249 | g_loss: 1.7602
Epoch [   16/   40] | d_loss: 0.6753 | g_loss: 1.9289
Epoch [   16/   40] | d_loss: 0.6145 | g_loss: 1.9329
Epoch [   16/   40] | d_loss: 0.6798 | g_loss: 2.6558
Epoch [   16/   40] | d_loss: 0.7648 | g_loss: 3.0512
Epoch [   16/   40] | d_loss: 0.9838 | g_loss: 1.9711
Epoch [   16/   40] | d_loss: 0.5884 | g_loss: 3.9952
Epoch [   16/   40] | d_loss: 0.4983 | g_loss: 3.1370
Epoch [   16/   40] | d_loss: 0.5923 | g_loss: 2.9040
Epoch [   16/   40] | d_loss: 0.6920 | g_loss: 2.7920
Epoch [   16/   40] | d_loss: 0.6839 | g_loss: 2.9476
Epoch [   16/   40] | d_loss: 0.5536 | g_loss: 2.6933
Epoch [   16/   40] | d_loss: 0.5492 | g_loss: 2.5046
Epoch [   16/   40] | d_loss: 0.8344 | g_loss: 1.2703
Epoch [   16/   40] | d_loss: 0.5420 | g_loss: 2.9481
Epoch [   16/   40] | d_loss: 0.4329 | g_loss: 2.4350
Epoch [   16/   40] | d_loss: 0.6447 | g_loss: 1.6472
Epoch [   16/   40] | d_loss: 0.6246 | g_loss: 3.3519
Epoch [   16/   40] | d_loss: 0.9538 | g_loss: 2.1214
Epoch [   16/   40] | d_loss: 0.5283 | g_loss: 3.1474
Epoch [   16/   40] | d_loss: 0.5132 | g_loss: 2.7869
Epoch [   16/   40] | d_loss: 0.9072 | g_loss: 1.5315
Epoch [   16/   40] | d_loss: 0.8264 | g_loss: 3.2949
Epoch [   16/   40] | d_loss: 0.5990 | g_loss: 3.2758
Epoch [   16/   40] | d_loss: 0.6143 | g_loss: 3.3049
Epoch [   16/   40] | d_loss: 0.7191 | g_loss: 1.8956
Epoch [   16/   40] | d_loss: 0.8616 | g_loss: 3.7478
Epoch [   16/   40] | d_loss: 0.6805 | g_loss: 1.6260
Epoch [   16/   40] | d_loss: 0.5234 | g_loss: 2.9972
Epoch [   16/   40] | d_loss: 0.5842 | g_loss: 0.6572
Epoch [   16/   40] | d_loss: 0.5870 | g_loss: 2.6325
Epoch [   16/   40] | d_loss: 0.7514 | g_loss: 2.0113
Epoch [   16/   40] | d_loss: 0.4798 | g_loss: 3.0167
Epoch [   16/   40] | d_loss: 0.5555 | g_loss: 2.8059
Epoch [   16/   40] | d_loss: 0.5800 | g_loss: 3.7807
Epoch [   16/   40] | d_loss: 0.5289 | g_loss: 3.3999
Epoch [   16/   40] | d_loss: 0.4777 | g_loss: 2.4395
Epoch [   16/   40] | d_loss: 0.4640 | g_loss: 3.5641
Epoch [   16/   40] | d_loss: 0.6415 | g_loss: 1.9294
Epoch [   16/   40] | d_loss: 0.5868 | g_loss: 2.4814
Epoch [   16/   40] | d_loss: 0.7064 | g_loss: 2.6216
Epoch [   16/   40] | d_loss: 0.4449 | g_loss: 2.5032
Epoch [   16/   40] | d_loss: 0.6063 | g_loss: 3.2491
Epoch [   16/   40] | d_loss: 0.7299 | g_loss: 2.3539
Epoch [   16/   40] | d_loss: 0.4784 | g_loss: 2.0464
Epoch [   16/   40] | d_loss: 0.5520 | g_loss: 2.0630
Epoch [   16/   40] | d_loss: 0.4515 | g_loss: 2.3697
Epoch [   16/   40] | d_loss: 0.4603 | g_loss: 3.0961
Epoch [   16/   40] | d_loss: 1.0943 | g_loss: 0.9971
Epoch [   16/   40] | d_loss: 0.6820 | g_loss: 3.6761
Epoch [   16/   40] | d_loss: 0.5007 | g_loss: 2.8661
Epoch [   16/   40] | d_loss: 0.9106 | g_loss: 3.5481
Epoch [   16/   40] | d_loss: 0.6279 | g_loss: 3.2982
Epoch [   16/   40] | d_loss: 0.8166 | g_loss: 2.4456
Epoch [   16/   40] | d_loss: 0.5155 | g_loss: 3.5978
Epoch [   17/   40] | d_loss: 0.4869 | g_loss: 1.7759
Epoch [   17/   40] | d_loss: 0.5016 | g_loss: 2.7516
Epoch [   17/   40] | d_loss: 0.9705 | g_loss: 2.8638
Epoch [   17/   40] | d_loss: 0.6459 | g_loss: 2.7558
Epoch [   17/   40] | d_loss: 0.5859 | g_loss: 2.3517
Epoch [   17/   40] | d_loss: 0.5359 | g_loss: 3.1259
Epoch [   17/   40] | d_loss: 0.6069 | g_loss: 2.1999
Epoch [   17/   40] | d_loss: 0.7446 | g_loss: 2.2936
Epoch [   17/   40] | d_loss: 0.4972 | g_loss: 2.9545
Epoch [   17/   40] | d_loss: 0.4704 | g_loss: 2.8598
Epoch [   17/   40] | d_loss: 0.7909 | g_loss: 1.6309
Epoch [   17/   40] | d_loss: 0.8167 | g_loss: 1.4612
Epoch [   17/   40] | d_loss: 0.6253 | g_loss: 2.1576
Epoch [   17/   40] | d_loss: 0.4101 | g_loss: 4.3345
Epoch [   17/   40] | d_loss: 0.4909 | g_loss: 2.7874
Epoch [   17/   40] | d_loss: 0.5916 | g_loss: 3.0363
Epoch [   17/   40] | d_loss: 0.4586 | g_loss: 3.4398
Epoch [   17/   40] | d_loss: 0.5962 | g_loss: 3.1367
Epoch [   17/   40] | d_loss: 0.4566 | g_loss: 2.2700
Epoch [   17/   40] | d_loss: 1.5764 | g_loss: 0.7032
Epoch [   17/   40] | d_loss: 0.6889 | g_loss: 3.5042
Epoch [   17/   40] | d_loss: 0.4469 | g_loss: 5.2869
Epoch [   17/   40] | d_loss: 0.7065 | g_loss: 2.7093
Epoch [   17/   40] | d_loss: 0.9669 | g_loss: 0.9811
Epoch [   17/   40] | d_loss: 0.7130 | g_loss: 2.9390
Epoch [   17/   40] | d_loss: 0.6837 | g_loss: 1.7612
Epoch [   17/   40] | d_loss: 0.5114 | g_loss: 3.8006
Epoch [   17/   40] | d_loss: 0.4496 | g_loss: 3.8487
Epoch [   17/   40] | d_loss: 0.5346 | g_loss: 2.7818
Epoch [   17/   40] | d_loss: 0.6906 | g_loss: 1.6044
Epoch [   17/   40] | d_loss: 0.4902 | g_loss: 4.3972
Epoch [   17/   40] | d_loss: 1.0730 | g_loss: 3.4810
Epoch [   17/   40] | d_loss: 0.4571 | g_loss: 2.6076
Epoch [   17/   40] | d_loss: 0.6373 | g_loss: 2.1530
Epoch [   17/   40] | d_loss: 0.4801 | g_loss: 3.4979
Epoch [   17/   40] | d_loss: 0.5387 | g_loss: 2.7919
Epoch [   17/   40] | d_loss: 0.5645 | g_loss: 2.7081
Epoch [   17/   40] | d_loss: 0.7243 | g_loss: 1.9378
Epoch [   17/   40] | d_loss: 0.5932 | g_loss: 1.4094
Epoch [   17/   40] | d_loss: 1.1722 | g_loss: 1.9869
Epoch [   17/   40] | d_loss: 0.5213 | g_loss: 2.4279
Epoch [   17/   40] | d_loss: 0.4456 | g_loss: 4.4136
Epoch [   17/   40] | d_loss: 0.5223 | g_loss: 2.3892
Epoch [   17/   40] | d_loss: 1.0208 | g_loss: 1.3475
Epoch [   17/   40] | d_loss: 0.4598 | g_loss: 3.4796
Epoch [   17/   40] | d_loss: 0.5149 | g_loss: 3.3078
Epoch [   17/   40] | d_loss: 0.9485 | g_loss: 1.5062
Epoch [   17/   40] | d_loss: 0.4715 | g_loss: 2.8098
Epoch [   17/   40] | d_loss: 0.4686 | g_loss: 2.0644
Epoch [   17/   40] | d_loss: 0.5089 | g_loss: 2.8956
Epoch [   17/   40] | d_loss: 0.6855 | g_loss: 2.5373
Epoch [   17/   40] | d_loss: 0.6694 | g_loss: 1.8573
Epoch [   17/   40] | d_loss: 0.5902 | g_loss: 2.1837
Epoch [   17/   40] | d_loss: 0.4971 | g_loss: 2.1972
Epoch [   17/   40] | d_loss: 0.7841 | g_loss: 1.4128
Epoch [   17/   40] | d_loss: 0.5422 | g_loss: 2.1154
Epoch [   17/   40] | d_loss: 0.4807 | g_loss: 2.7997
Epoch [   18/   40] | d_loss: 0.5123 | g_loss: 2.6846
Epoch [   18/   40] | d_loss: 0.8656 | g_loss: 3.4224
Epoch [   18/   40] | d_loss: 0.4308 | g_loss: 3.5520
Epoch [   18/   40] | d_loss: 0.5711 | g_loss: 3.1495
Epoch [   18/   40] | d_loss: 0.7510 | g_loss: 2.0054
Epoch [   18/   40] | d_loss: 0.6544 | g_loss: 4.0781
Epoch [   18/   40] | d_loss: 0.6038 | g_loss: 2.4428
Epoch [   18/   40] | d_loss: 0.5334 | g_loss: 3.3212
Epoch [   18/   40] | d_loss: 0.7708 | g_loss: 4.1713
Epoch [   18/   40] | d_loss: 1.3246 | g_loss: 1.0597
Epoch [   18/   40] | d_loss: 0.7484 | g_loss: 3.1613
Epoch [   18/   40] | d_loss: 0.5003 | g_loss: 3.1971
Epoch [   18/   40] | d_loss: 0.5320 | g_loss: 3.1801
Epoch [   18/   40] | d_loss: 0.7787 | g_loss: 2.7556
Epoch [   18/   40] | d_loss: 0.6295 | g_loss: 1.6518
Epoch [   18/   40] | d_loss: 0.6235 | g_loss: 2.2574
Epoch [   18/   40] | d_loss: 0.5385 | g_loss: 3.0834
Epoch [   18/   40] | d_loss: 0.4586 | g_loss: 3.8675
Epoch [   18/   40] | d_loss: 0.6051 | g_loss: 3.1917
Epoch [   18/   40] | d_loss: 0.9218 | g_loss: 1.5588
Epoch [   18/   40] | d_loss: 0.4633 | g_loss: 3.4017
Epoch [   18/   40] | d_loss: 0.7990 | g_loss: 2.2834
Epoch [   18/   40] | d_loss: 0.7462 | g_loss: 3.8983
Epoch [   18/   40] | d_loss: 0.5036 | g_loss: 3.4543
Epoch [   18/   40] | d_loss: 0.5524 | g_loss: 2.4209
Epoch [   18/   40] | d_loss: 0.6056 | g_loss: 1.7288
Epoch [   18/   40] | d_loss: 0.5772 | g_loss: 3.5266
Epoch [   18/   40] | d_loss: 0.4469 | g_loss: 4.4204
Epoch [   18/   40] | d_loss: 0.6268 | g_loss: 2.1888
Epoch [   18/   40] | d_loss: 0.4945 | g_loss: 2.7056
Epoch [   18/   40] | d_loss: 0.5491 | g_loss: 3.7767
Epoch [   18/   40] | d_loss: 0.5702 | g_loss: 2.8370
Epoch [   18/   40] | d_loss: 0.6542 | g_loss: 1.7111
Epoch [   18/   40] | d_loss: 0.6201 | g_loss: 3.2145
Epoch [   18/   40] | d_loss: 0.5835 | g_loss: 2.5747
Epoch [   18/   40] | d_loss: 0.5415 | g_loss: 2.4920
Epoch [   18/   40] | d_loss: 0.5645 | g_loss: 2.9715
Epoch [   18/   40] | d_loss: 0.5144 | g_loss: 2.7673
Epoch [   18/   40] | d_loss: 0.6148 | g_loss: 2.7146
Epoch [   18/   40] | d_loss: 0.6167 | g_loss: 1.5995
Epoch [   18/   40] | d_loss: 0.4697 | g_loss: 2.4449
Epoch [   18/   40] | d_loss: 0.5262 | g_loss: 3.1907
Epoch [   18/   40] | d_loss: 0.4483 | g_loss: 2.7955
Epoch [   18/   40] | d_loss: 0.4690 | g_loss: 3.4123
Epoch [   18/   40] | d_loss: 0.5458 | g_loss: 2.5551
Epoch [   18/   40] | d_loss: 0.4629 | g_loss: 3.4797
Epoch [   18/   40] | d_loss: 0.4698 | g_loss: 3.3085
Epoch [   18/   40] | d_loss: 0.4318 | g_loss: 3.3859
Epoch [   18/   40] | d_loss: 0.7459 | g_loss: 1.8651
Epoch [   18/   40] | d_loss: 0.5034 | g_loss: 2.2909
Epoch [   18/   40] | d_loss: 0.8381 | g_loss: 2.0952
Epoch [   18/   40] | d_loss: 0.5365 | g_loss: 2.5958
Epoch [   18/   40] | d_loss: 0.8149 | g_loss: 2.0499
Epoch [   18/   40] | d_loss: 0.6549 | g_loss: 2.1488
Epoch [   18/   40] | d_loss: 0.5935 | g_loss: 4.0026
Epoch [   18/   40] | d_loss: 0.4416 | g_loss: 3.5572
Epoch [   18/   40] | d_loss: 0.7678 | g_loss: 1.7577
Epoch [   19/   40] | d_loss: 1.1373 | g_loss: 3.3039
Epoch [   19/   40] | d_loss: 0.4938 | g_loss: 3.1158
Epoch [   19/   40] | d_loss: 0.4759 | g_loss: 3.1001
Epoch [   19/   40] | d_loss: 0.7238 | g_loss: 2.4632
Epoch [   19/   40] | d_loss: 0.4363 | g_loss: 2.1317
Epoch [   19/   40] | d_loss: 0.6085 | g_loss: 3.2448
Epoch [   19/   40] | d_loss: 0.4825 | g_loss: 3.7546
Epoch [   19/   40] | d_loss: 0.5513 | g_loss: 3.8456
Epoch [   19/   40] | d_loss: 0.5972 | g_loss: 2.8657
Epoch [   19/   40] | d_loss: 0.4887 | g_loss: 2.1504
Epoch [   19/   40] | d_loss: 0.7057 | g_loss: 3.2268
Epoch [   19/   40] | d_loss: 0.6793 | g_loss: 1.4874
Epoch [   19/   40] | d_loss: 0.7319 | g_loss: 1.8430
Epoch [   19/   40] | d_loss: 1.0045 | g_loss: 4.2236
Epoch [   19/   40] | d_loss: 0.5912 | g_loss: 2.4541
Epoch [   19/   40] | d_loss: 0.7190 | g_loss: 4.3032
Epoch [   19/   40] | d_loss: 0.4801 | g_loss: 3.2191
Epoch [   19/   40] | d_loss: 0.4837 | g_loss: 3.4087
Epoch [   19/   40] | d_loss: 0.6904 | g_loss: 4.5762
Epoch [   19/   40] | d_loss: 0.5700 | g_loss: 2.5513
Epoch [   19/   40] | d_loss: 0.5203 | g_loss: 3.3574
Epoch [   19/   40] | d_loss: 0.5402 | g_loss: 2.8783
Epoch [   19/   40] | d_loss: 0.4812 | g_loss: 3.4683
Epoch [   19/   40] | d_loss: 0.5610 | g_loss: 3.0929
Epoch [   19/   40] | d_loss: 0.4619 | g_loss: 3.3983
Epoch [   19/   40] | d_loss: 0.5658 | g_loss: 2.8134
Epoch [   19/   40] | d_loss: 0.4297 | g_loss: 4.0682
Epoch [   19/   40] | d_loss: 0.5831 | g_loss: 3.1568
Epoch [   19/   40] | d_loss: 0.5541 | g_loss: 2.8489
Epoch [   19/   40] | d_loss: 0.5054 | g_loss: 3.6266
Epoch [   19/   40] | d_loss: 0.4857 | g_loss: 3.1649
Epoch [   19/   40] | d_loss: 0.5916 | g_loss: 3.1306
Epoch [   19/   40] | d_loss: 0.5801 | g_loss: 2.0179
Epoch [   19/   40] | d_loss: 0.6922 | g_loss: 3.2853
Epoch [   19/   40] | d_loss: 0.8451 | g_loss: 1.6842
Epoch [   19/   40] | d_loss: 0.6122 | g_loss: 2.2805
Epoch [   19/   40] | d_loss: 0.6646 | g_loss: 2.1327
Epoch [   19/   40] | d_loss: 0.4939 | g_loss: 3.3599
Epoch [   19/   40] | d_loss: 0.5688 | g_loss: 2.7637
Epoch [   19/   40] | d_loss: 0.5780 | g_loss: 2.6644
Epoch [   19/   40] | d_loss: 0.5957 | g_loss: 2.8003
Epoch [   19/   40] | d_loss: 0.7718 | g_loss: 4.2297
Epoch [   19/   40] | d_loss: 0.7153 | g_loss: 2.1091
Epoch [   19/   40] | d_loss: 0.6028 | g_loss: 2.6546
Epoch [   19/   40] | d_loss: 0.4647 | g_loss: 2.9583
Epoch [   19/   40] | d_loss: 0.5585 | g_loss: 3.1053
Epoch [   19/   40] | d_loss: 0.5534 | g_loss: 1.1416
Epoch [   19/   40] | d_loss: 0.5956 | g_loss: 2.2939
Epoch [   19/   40] | d_loss: 0.4486 | g_loss: 3.1768
Epoch [   19/   40] | d_loss: 0.6136 | g_loss: 2.2641
Epoch [   19/   40] | d_loss: 0.6068 | g_loss: 4.5339
Epoch [   19/   40] | d_loss: 0.4785 | g_loss: 2.6102
Epoch [   19/   40] | d_loss: 0.4632 | g_loss: 2.9752
Epoch [   19/   40] | d_loss: 0.4951 | g_loss: 2.5588
Epoch [   19/   40] | d_loss: 0.6528 | g_loss: 1.5415
Epoch [   19/   40] | d_loss: 0.6024 | g_loss: 4.1309
Epoch [   19/   40] | d_loss: 0.4817 | g_loss: 3.2617
Epoch [   20/   40] | d_loss: 0.4218 | g_loss: 3.0909
Epoch [   20/   40] | d_loss: 0.7071 | g_loss: 3.1486
Epoch [   20/   40] | d_loss: 0.3852 | g_loss: 3.0748
Epoch [   20/   40] | d_loss: 0.5749 | g_loss: 3.0698
Epoch [   20/   40] | d_loss: 0.5508 | g_loss: 2.2008
Epoch [   20/   40] | d_loss: 0.7025 | g_loss: 2.6988
Epoch [   20/   40] | d_loss: 0.6095 | g_loss: 2.6424
Epoch [   20/   40] | d_loss: 0.5686 | g_loss: 3.0411
Epoch [   20/   40] | d_loss: 0.7227 | g_loss: 1.6362
Epoch [   20/   40] | d_loss: 0.8215 | g_loss: 3.2958
Epoch [   20/   40] | d_loss: 0.8814 | g_loss: 1.1902
Epoch [   20/   40] | d_loss: 0.8062 | g_loss: 1.7739
Epoch [   20/   40] | d_loss: 0.5380 | g_loss: 2.1565
Epoch [   20/   40] | d_loss: 0.6553 | g_loss: 2.0988
Epoch [   20/   40] | d_loss: 0.7272 | g_loss: 1.5752
Epoch [   20/   40] | d_loss: 0.4585 | g_loss: 3.0646
Epoch [   20/   40] | d_loss: 0.4434 | g_loss: 3.5702
Epoch [   20/   40] | d_loss: 0.6326 | g_loss: 1.9417
Epoch [   20/   40] | d_loss: 0.6168 | g_loss: 2.5197
Epoch [   20/   40] | d_loss: 0.6335 | g_loss: 3.0688
Epoch [   20/   40] | d_loss: 0.4986 | g_loss: 2.7602
Epoch [   20/   40] | d_loss: 0.6098 | g_loss: 2.9023
Epoch [   20/   40] | d_loss: 0.4360 | g_loss: 3.8429
Epoch [   20/   40] | d_loss: 0.5401 | g_loss: 2.4565
Epoch [   20/   40] | d_loss: 0.6051 | g_loss: 3.4796
Epoch [   20/   40] | d_loss: 0.8517 | g_loss: 3.4321
Epoch [   20/   40] | d_loss: 0.5023 | g_loss: 2.9347
Epoch [   20/   40] | d_loss: 0.9310 | g_loss: 1.5843
Epoch [   20/   40] | d_loss: 0.5027 | g_loss: 2.4818
Epoch [   20/   40] | d_loss: 0.6169 | g_loss: 2.7927
Epoch [   20/   40] | d_loss: 0.5474 | g_loss: 2.9309
Epoch [   20/   40] | d_loss: 0.5480 | g_loss: 1.9297
Epoch [   20/   40] | d_loss: 0.4459 | g_loss: 2.6521
Epoch [   20/   40] | d_loss: 0.5074 | g_loss: 3.2355
Epoch [   20/   40] | d_loss: 0.4179 | g_loss: 3.0961
Epoch [   20/   40] | d_loss: 0.5772 | g_loss: 3.5599
Epoch [   20/   40] | d_loss: 0.4350 | g_loss: 3.5124
Epoch [   20/   40] | d_loss: 0.5011 | g_loss: 3.4369
Epoch [   20/   40] | d_loss: 0.5092 | g_loss: 3.7752
Epoch [   20/   40] | d_loss: 0.5772 | g_loss: 3.4033
Epoch [   20/   40] | d_loss: 0.5775 | g_loss: 3.3679
Epoch [   20/   40] | d_loss: 0.8155 | g_loss: 2.3870
Epoch [   20/   40] | d_loss: 0.6446 | g_loss: 3.2816
Epoch [   20/   40] | d_loss: 0.5374 | g_loss: 1.8262
Epoch [   20/   40] | d_loss: 0.5701 | g_loss: 2.6854
Epoch [   20/   40] | d_loss: 0.5091 | g_loss: 3.2724
Epoch [   20/   40] | d_loss: 0.6270 | g_loss: 2.5792
Epoch [   20/   40] | d_loss: 0.6422 | g_loss: 2.8438
Epoch [   20/   40] | d_loss: 0.4523 | g_loss: 4.6398
Epoch [   20/   40] | d_loss: 0.9158 | g_loss: 1.2704
Epoch [   20/   40] | d_loss: 0.9181 | g_loss: 1.4900
Epoch [   20/   40] | d_loss: 0.5134 | g_loss: 3.3687
Epoch [   20/   40] | d_loss: 0.8368 | g_loss: 1.6796
Epoch [   20/   40] | d_loss: 0.5109 | g_loss: 2.9273
Epoch [   20/   40] | d_loss: 0.5742 | g_loss: 3.5442
Epoch [   20/   40] | d_loss: 0.5896 | g_loss: 1.8030
Epoch [   20/   40] | d_loss: 0.5220 | g_loss: 3.5263
Epoch [   21/   40] | d_loss: 0.4903 | g_loss: 3.3197
Epoch [   21/   40] | d_loss: 0.4520 | g_loss: 3.2995
Epoch [   21/   40] | d_loss: 0.6049 | g_loss: 1.6708
Epoch [   21/   40] | d_loss: 0.4568 | g_loss: 3.7363
Epoch [   21/   40] | d_loss: 0.4585 | g_loss: 2.2762
Epoch [   21/   40] | d_loss: 0.6326 | g_loss: 3.9302
Epoch [   21/   40] | d_loss: 0.4838 | g_loss: 3.1589
Epoch [   21/   40] | d_loss: 0.4816 | g_loss: 2.4753
Epoch [   21/   40] | d_loss: 0.4001 | g_loss: 3.0733
Epoch [   21/   40] | d_loss: 0.5364 | g_loss: 2.7192
Epoch [   21/   40] | d_loss: 0.8987 | g_loss: 1.4817
Epoch [   21/   40] | d_loss: 0.6356 | g_loss: 1.8600
Epoch [   21/   40] | d_loss: 0.6226 | g_loss: 3.5383
Epoch [   21/   40] | d_loss: 0.5108 | g_loss: 2.8060
Epoch [   21/   40] | d_loss: 0.5258 | g_loss: 2.1180
Epoch [   21/   40] | d_loss: 0.5175 | g_loss: 3.2821
Epoch [   21/   40] | d_loss: 0.7713 | g_loss: 2.7881
Epoch [   21/   40] | d_loss: 0.5830 | g_loss: 1.8405
Epoch [   21/   40] | d_loss: 0.5328 | g_loss: 1.9970
Epoch [   21/   40] | d_loss: 0.4716 | g_loss: 2.9043
Epoch [   21/   40] | d_loss: 0.5437 | g_loss: 2.7780
Epoch [   21/   40] | d_loss: 0.5295 | g_loss: 2.7784
Epoch [   21/   40] | d_loss: 0.5580 | g_loss: 4.0097
Epoch [   21/   40] | d_loss: 0.4169 | g_loss: 3.1134
Epoch [   21/   40] | d_loss: 0.6777 | g_loss: 3.6961
Epoch [   21/   40] | d_loss: 0.4776 | g_loss: 3.4359
Epoch [   21/   40] | d_loss: 0.6788 | g_loss: 4.1854
Epoch [   21/   40] | d_loss: 0.5851 | g_loss: 3.4059
Epoch [   21/   40] | d_loss: 0.5484 | g_loss: 2.8198
Epoch [   21/   40] | d_loss: 0.4640 | g_loss: 2.6631
Epoch [   21/   40] | d_loss: 0.5200 | g_loss: 2.9854
Epoch [   21/   40] | d_loss: 0.6410 | g_loss: 3.2447
Epoch [   21/   40] | d_loss: 0.4940 | g_loss: 2.6472
Epoch [   21/   40] | d_loss: 0.5923 | g_loss: 1.5586
Epoch [   21/   40] | d_loss: 0.4671 | g_loss: 2.8684
Epoch [   21/   40] | d_loss: 0.5613 | g_loss: 3.2638
Epoch [   21/   40] | d_loss: 1.1531 | g_loss: 1.6941
Epoch [   21/   40] | d_loss: 0.5147 | g_loss: 2.5585
Epoch [   21/   40] | d_loss: 0.5414 | g_loss: 2.2322
Epoch [   21/   40] | d_loss: 0.4636 | g_loss: 2.2761
Epoch [   21/   40] | d_loss: 0.4867 | g_loss: 2.5126
Epoch [   21/   40] | d_loss: 0.6372 | g_loss: 1.6799
Epoch [   21/   40] | d_loss: 0.4427 | g_loss: 1.3184
Epoch [   21/   40] | d_loss: 0.4850 | g_loss: 2.2333
Epoch [   21/   40] | d_loss: 0.9029 | g_loss: 0.9178
Epoch [   21/   40] | d_loss: 0.5088 | g_loss: 3.2376
Epoch [   21/   40] | d_loss: 0.4456 | g_loss: 2.8947
Epoch [   21/   40] | d_loss: 0.8046 | g_loss: 0.8982
Epoch [   21/   40] | d_loss: 1.9617 | g_loss: 0.6192
Epoch [   21/   40] | d_loss: 0.5318 | g_loss: 2.5153
Epoch [   21/   40] | d_loss: 0.4508 | g_loss: 3.2668
Epoch [   21/   40] | d_loss: 0.4175 | g_loss: 3.2967
Epoch [   21/   40] | d_loss: 0.5387 | g_loss: 3.1700
Epoch [   21/   40] | d_loss: 0.4867 | g_loss: 2.9435
Epoch [   21/   40] | d_loss: 0.7595 | g_loss: 3.1109
Epoch [   21/   40] | d_loss: 0.6754 | g_loss: 2.8400
Epoch [   21/   40] | d_loss: 0.6931 | g_loss: 3.3070
Epoch [   22/   40] | d_loss: 0.5380 | g_loss: 2.6686
Epoch [   22/   40] | d_loss: 0.6571 | g_loss: 1.9586
Epoch [   22/   40] | d_loss: 0.4359 | g_loss: 2.6446
Epoch [   22/   40] | d_loss: 0.3976 | g_loss: 3.7345
Epoch [   22/   40] | d_loss: 0.5352 | g_loss: 2.9930
Epoch [   22/   40] | d_loss: 0.6083 | g_loss: 4.1992
Epoch [   22/   40] | d_loss: 0.4484 | g_loss: 2.2568
Epoch [   22/   40] | d_loss: 0.6493 | g_loss: 1.9710
Epoch [   22/   40] | d_loss: 0.5408 | g_loss: 2.7051
Epoch [   22/   40] | d_loss: 0.5851 | g_loss: 3.7488
Epoch [   22/   40] | d_loss: 0.7745 | g_loss: 2.5301
Epoch [   22/   40] | d_loss: 0.6477 | g_loss: 1.3621
Epoch [   22/   40] | d_loss: 0.4254 | g_loss: 3.5734
Epoch [   22/   40] | d_loss: 0.6003 | g_loss: 3.2291
Epoch [   22/   40] | d_loss: 0.4231 | g_loss: 3.5088
Epoch [   22/   40] | d_loss: 0.5702 | g_loss: 2.4095
Epoch [   22/   40] | d_loss: 0.4896 | g_loss: 3.1173
Epoch [   22/   40] | d_loss: 0.4666 | g_loss: 3.5491
Epoch [   22/   40] | d_loss: 0.4692 | g_loss: 2.4965
Epoch [   22/   40] | d_loss: 0.4743 | g_loss: 2.5669
Epoch [   22/   40] | d_loss: 0.5304 | g_loss: 2.8887
Epoch [   22/   40] | d_loss: 0.4176 | g_loss: 3.4387
Epoch [   22/   40] | d_loss: 0.5540 | g_loss: 2.9519
Epoch [   22/   40] | d_loss: 0.5031 | g_loss: 3.1934
Epoch [   22/   40] | d_loss: 0.5368 | g_loss: 3.0415
Epoch [   22/   40] | d_loss: 0.5295 | g_loss: 1.9417
Epoch [   22/   40] | d_loss: 0.4649 | g_loss: 3.3125
Epoch [   22/   40] | d_loss: 1.5496 | g_loss: 1.3236
Epoch [   22/   40] | d_loss: 0.5276 | g_loss: 2.6523
Epoch [   22/   40] | d_loss: 0.5968 | g_loss: 2.9859
Epoch [   22/   40] | d_loss: 0.7984 | g_loss: 2.1674
Epoch [   22/   40] | d_loss: 0.4546 | g_loss: 3.0196
Epoch [   22/   40] | d_loss: 0.5643 | g_loss: 2.3424
Epoch [   22/   40] | d_loss: 0.4825 | g_loss: 3.0964
Epoch [   22/   40] | d_loss: 1.0305 | g_loss: 3.5413
Epoch [   22/   40] | d_loss: 0.5324 | g_loss: 2.8823
Epoch [   22/   40] | d_loss: 0.7697 | g_loss: 2.7436
Epoch [   22/   40] | d_loss: 0.5391 | g_loss: 3.1926
Epoch [   22/   40] | d_loss: 0.4969 | g_loss: 2.8618
Epoch [   22/   40] | d_loss: 0.5522 | g_loss: 1.7304
Epoch [   22/   40] | d_loss: 0.6464 | g_loss: 2.8273
Epoch [   22/   40] | d_loss: 0.5684 | g_loss: 2.1498
Epoch [   22/   40] | d_loss: 0.4723 | g_loss: 2.6378
Epoch [   22/   40] | d_loss: 0.5580 | g_loss: 2.5014
Epoch [   22/   40] | d_loss: 1.2180 | g_loss: 4.4105
Epoch [   22/   40] | d_loss: 0.5679 | g_loss: 2.2154
Epoch [   22/   40] | d_loss: 0.4839 | g_loss: 3.7706
Epoch [   22/   40] | d_loss: 0.5385 | g_loss: 2.9843
Epoch [   22/   40] | d_loss: 0.6322 | g_loss: 3.2085
Epoch [   22/   40] | d_loss: 0.6357 | g_loss: 2.0049
Epoch [   22/   40] | d_loss: 0.5184 | g_loss: 1.6551
Epoch [   22/   40] | d_loss: 0.5481 | g_loss: 3.1103
Epoch [   22/   40] | d_loss: 0.6468 | g_loss: 2.4760
Epoch [   22/   40] | d_loss: 0.5175 | g_loss: 3.1928
Epoch [   22/   40] | d_loss: 0.7635 | g_loss: 3.3647
Epoch [   22/   40] | d_loss: 0.4860 | g_loss: 3.2270
Epoch [   22/   40] | d_loss: 0.6969 | g_loss: 1.4732
Epoch [   23/   40] | d_loss: 0.6734 | g_loss: 2.7449
Epoch [   23/   40] | d_loss: 0.4457 | g_loss: 3.3157
Epoch [   23/   40] | d_loss: 0.4525 | g_loss: 4.2961
Epoch [   23/   40] | d_loss: 1.2256 | g_loss: 4.0917
Epoch [   23/   40] | d_loss: 0.4116 | g_loss: 4.0124
Epoch [   23/   40] | d_loss: 0.7450 | g_loss: 2.3419
Epoch [   23/   40] | d_loss: 0.7464 | g_loss: 2.2616
Epoch [   23/   40] | d_loss: 0.5394 | g_loss: 3.3820
Epoch [   23/   40] | d_loss: 0.4491 | g_loss: 3.5383
Epoch [   23/   40] | d_loss: 0.5607 | g_loss: 1.9414
Epoch [   23/   40] | d_loss: 0.6056 | g_loss: 1.9165
Epoch [   23/   40] | d_loss: 0.4579 | g_loss: 3.0597
Epoch [   23/   40] | d_loss: 0.7052 | g_loss: 2.7224
Epoch [   23/   40] | d_loss: 0.6982 | g_loss: 1.5378
Epoch [   23/   40] | d_loss: 0.8690 | g_loss: 2.4185
Epoch [   23/   40] | d_loss: 0.4182 | g_loss: 3.8421
Epoch [   23/   40] | d_loss: 0.5642 | g_loss: 2.6367
Epoch [   23/   40] | d_loss: 0.5842 | g_loss: 1.6865
Epoch [   23/   40] | d_loss: 0.6283 | g_loss: 4.5662
Epoch [   23/   40] | d_loss: 0.5486 | g_loss: 3.6207
Epoch [   23/   40] | d_loss: 0.6145 | g_loss: 3.1414
Epoch [   23/   40] | d_loss: 0.7217 | g_loss: 3.9652
Epoch [   23/   40] | d_loss: 0.5264 | g_loss: 3.2626
Epoch [   23/   40] | d_loss: 0.8520 | g_loss: 1.4727
Epoch [   23/   40] | d_loss: 0.7920 | g_loss: 1.4731
Epoch [   23/   40] | d_loss: 0.5754 | g_loss: 2.8625
Epoch [   23/   40] | d_loss: 0.4894 | g_loss: 3.2088
Epoch [   23/   40] | d_loss: 0.7131 | g_loss: 4.1648
Epoch [   23/   40] | d_loss: 0.4404 | g_loss: 3.3214
Epoch [   23/   40] | d_loss: 0.4931 | g_loss: 2.6077
Epoch [   23/   40] | d_loss: 0.5184 | g_loss: 2.8034
Epoch [   23/   40] | d_loss: 0.6996 | g_loss: 3.4071
Epoch [   23/   40] | d_loss: 0.4465 | g_loss: 3.0881
Epoch [   23/   40] | d_loss: 0.6191 | g_loss: 3.2861
Epoch [   23/   40] | d_loss: 0.7479 | g_loss: 1.8586
Epoch [   23/   40] | d_loss: 2.0029 | g_loss: 3.9266
Epoch [   23/   40] | d_loss: 0.4727 | g_loss: 2.2131
Epoch [   23/   40] | d_loss: 0.5769 | g_loss: 2.1224
Epoch [   23/   40] | d_loss: 0.4130 | g_loss: 2.9835
Epoch [   23/   40] | d_loss: 0.6667 | g_loss: 4.3613
Epoch [   23/   40] | d_loss: 0.5335 | g_loss: 3.0583
Epoch [   23/   40] | d_loss: 0.6898 | g_loss: 2.2097
Epoch [   23/   40] | d_loss: 0.8975 | g_loss: 2.6160
Epoch [   23/   40] | d_loss: 0.7302 | g_loss: 2.4040
Epoch [   23/   40] | d_loss: 0.6439 | g_loss: 3.0284
Epoch [   23/   40] | d_loss: 0.5265 | g_loss: 2.8177
Epoch [   23/   40] | d_loss: 0.6256 | g_loss: 1.8857
Epoch [   23/   40] | d_loss: 0.4181 | g_loss: 2.3401
Epoch [   23/   40] | d_loss: 0.5411 | g_loss: 2.4630
Epoch [   23/   40] | d_loss: 0.5515 | g_loss: 1.6376
Epoch [   23/   40] | d_loss: 0.5363 | g_loss: 3.2628
Epoch [   23/   40] | d_loss: 0.6330 | g_loss: 2.8957
Epoch [   23/   40] | d_loss: 0.5856 | g_loss: 1.8248
Epoch [   23/   40] | d_loss: 0.4289 | g_loss: 3.6719
Epoch [   23/   40] | d_loss: 0.5325 | g_loss: 1.7091
Epoch [   23/   40] | d_loss: 0.4809 | g_loss: 3.8085
Epoch [   23/   40] | d_loss: 0.6244 | g_loss: 2.7629
Epoch [   24/   40] | d_loss: 0.6298 | g_loss: 2.2744
Epoch [   24/   40] | d_loss: 0.5347 | g_loss: 2.4240
Epoch [   24/   40] | d_loss: 0.5386 | g_loss: 3.8602
Epoch [   24/   40] | d_loss: 0.5319 | g_loss: 2.9300
Epoch [   24/   40] | d_loss: 0.5725 | g_loss: 2.0122
Epoch [   24/   40] | d_loss: 0.4744 | g_loss: 3.1707
Epoch [   24/   40] | d_loss: 0.6662 | g_loss: 1.6884
Epoch [   24/   40] | d_loss: 0.7099 | g_loss: 3.7206
Epoch [   24/   40] | d_loss: 0.4774 | g_loss: 2.8175
Epoch [   24/   40] | d_loss: 0.6331 | g_loss: 2.8521
Epoch [   24/   40] | d_loss: 0.5707 | g_loss: 2.2967
Epoch [   24/   40] | d_loss: 0.4726 | g_loss: 3.2872
Epoch [   24/   40] | d_loss: 0.6653 | g_loss: 3.9239
Epoch [   24/   40] | d_loss: 0.4545 | g_loss: 3.4114
Epoch [   24/   40] | d_loss: 0.5509 | g_loss: 2.1453
Epoch [   24/   40] | d_loss: 0.4731 | g_loss: 3.7607
Epoch [   24/   40] | d_loss: 0.7001 | g_loss: 1.3797
Epoch [   24/   40] | d_loss: 0.5384 | g_loss: 3.2530
Epoch [   24/   40] | d_loss: 0.5825 | g_loss: 3.9276
Epoch [   24/   40] | d_loss: 0.6244 | g_loss: 3.1676
Epoch [   24/   40] | d_loss: 0.5277 | g_loss: 4.0562
Epoch [   24/   40] | d_loss: 0.4432 | g_loss: 4.2301
Epoch [   24/   40] | d_loss: 0.7402 | g_loss: 3.2250
Epoch [   24/   40] | d_loss: 0.4910 | g_loss: 2.9931
Epoch [   24/   40] | d_loss: 0.4375 | g_loss: 2.6957
Epoch [   24/   40] | d_loss: 0.5311 | g_loss: 3.7014
Epoch [   24/   40] | d_loss: 0.4798 | g_loss: 3.1050
Epoch [   24/   40] | d_loss: 0.5851 | g_loss: 4.3676
Epoch [   24/   40] | d_loss: 0.6051 | g_loss: 2.3978
Epoch [   24/   40] | d_loss: 0.4740 | g_loss: 3.1176
Epoch [   24/   40] | d_loss: 0.4488 | g_loss: 2.9979
Epoch [   24/   40] | d_loss: 0.8059 | g_loss: 3.5435
Epoch [   24/   40] | d_loss: 0.4024 | g_loss: 3.1236
Epoch [   24/   40] | d_loss: 0.4555 | g_loss: 3.7765
Epoch [   24/   40] | d_loss: 0.7631 | g_loss: 2.5846
Epoch [   24/   40] | d_loss: 0.5997 | g_loss: 2.4913
Epoch [   24/   40] | d_loss: 0.4685 | g_loss: 3.9192
Epoch [   24/   40] | d_loss: 0.5766 | g_loss: 2.6974
Epoch [   24/   40] | d_loss: 0.4658 | g_loss: 2.5965
Epoch [   24/   40] | d_loss: 0.5599 | g_loss: 2.9997
Epoch [   24/   40] | d_loss: 0.5738 | g_loss: 3.0429
Epoch [   24/   40] | d_loss: 0.4707 | g_loss: 3.0724
Epoch [   24/   40] | d_loss: 0.8119 | g_loss: 3.6030
Epoch [   24/   40] | d_loss: 0.4961 | g_loss: 3.3228
Epoch [   24/   40] | d_loss: 0.5589 | g_loss: 3.1710
Epoch [   24/   40] | d_loss: 0.4941 | g_loss: 2.5207
Epoch [   24/   40] | d_loss: 0.4723 | g_loss: 4.2141
Epoch [   24/   40] | d_loss: 0.7644 | g_loss: 3.6014
Epoch [   24/   40] | d_loss: 0.7043 | g_loss: 2.6152
Epoch [   24/   40] | d_loss: 0.4219 | g_loss: 2.9017
Epoch [   24/   40] | d_loss: 0.5728 | g_loss: 3.8980
Epoch [   24/   40] | d_loss: 0.4803 | g_loss: 3.1069
Epoch [   24/   40] | d_loss: 0.5097 | g_loss: 2.8846
Epoch [   24/   40] | d_loss: 0.6026 | g_loss: 3.7170
Epoch [   24/   40] | d_loss: 0.5653 | g_loss: 3.5503
Epoch [   24/   40] | d_loss: 0.8095 | g_loss: 3.3636
Epoch [   24/   40] | d_loss: 0.5508 | g_loss: 3.1598
Epoch [   25/   40] | d_loss: 0.7824 | g_loss: 2.5642
Epoch [   25/   40] | d_loss: 0.4477 | g_loss: 3.6666
Epoch [   25/   40] | d_loss: 0.5076 | g_loss: 2.6649
Epoch [   25/   40] | d_loss: 0.5356 | g_loss: 3.4922
Epoch [   25/   40] | d_loss: 0.5351 | g_loss: 2.2650
Epoch [   25/   40] | d_loss: 0.5793 | g_loss: 2.1894
Epoch [   25/   40] | d_loss: 0.9529 | g_loss: 1.0408
Epoch [   25/   40] | d_loss: 0.4934 | g_loss: 2.9928
Epoch [   25/   40] | d_loss: 0.8832 | g_loss: 1.5664
Epoch [   25/   40] | d_loss: 0.4620 | g_loss: 3.6269
Epoch [   25/   40] | d_loss: 0.5988 | g_loss: 2.7192
Epoch [   25/   40] | d_loss: 0.4847 | g_loss: 3.7065
Epoch [   25/   40] | d_loss: 1.2616 | g_loss: 1.0318
Epoch [   25/   40] | d_loss: 0.6693 | g_loss: 3.3931
Epoch [   25/   40] | d_loss: 0.5330 | g_loss: 3.0196
Epoch [   25/   40] | d_loss: 0.5463 | g_loss: 4.4249
Epoch [   25/   40] | d_loss: 0.6789 | g_loss: 2.0955
Epoch [   25/   40] | d_loss: 1.1909 | g_loss: 1.6646
Epoch [   25/   40] | d_loss: 0.8583 | g_loss: 1.2272
Epoch [   25/   40] | d_loss: 0.4285 | g_loss: 3.4100
Epoch [   25/   40] | d_loss: 0.5317 | g_loss: 2.7052
Epoch [   25/   40] | d_loss: 0.5113 | g_loss: 3.0613
Epoch [   25/   40] | d_loss: 0.7834 | g_loss: 1.7683
Epoch [   25/   40] | d_loss: 0.7305 | g_loss: 4.4989
Epoch [   25/   40] | d_loss: 0.6751 | g_loss: 3.1682
Epoch [   25/   40] | d_loss: 0.4351 | g_loss: 3.5632
Epoch [   25/   40] | d_loss: 0.8440 | g_loss: 3.6636
Epoch [   25/   40] | d_loss: 0.6078 | g_loss: 1.9200
Epoch [   25/   40] | d_loss: 0.4696 | g_loss: 3.1215
Epoch [   25/   40] | d_loss: 0.4446 | g_loss: 2.6873
Epoch [   25/   40] | d_loss: 0.4576 | g_loss: 3.7550
Epoch [   25/   40] | d_loss: 1.1602 | g_loss: 4.6202
Epoch [   25/   40] | d_loss: 0.4315 | g_loss: 3.0578
Epoch [   25/   40] | d_loss: 0.4562 | g_loss: 3.7202
Epoch [   25/   40] | d_loss: 0.5755 | g_loss: 2.7852
Epoch [   25/   40] | d_loss: 0.5101 | g_loss: 3.0036
Epoch [   25/   40] | d_loss: 0.4775 | g_loss: 2.4195
Epoch [   25/   40] | d_loss: 0.5062 | g_loss: 3.6035
Epoch [   25/   40] | d_loss: 0.7016 | g_loss: 3.2288
Epoch [   25/   40] | d_loss: 0.6427 | g_loss: 2.7606
Epoch [   25/   40] | d_loss: 0.4292 | g_loss: 2.7530
Epoch [   25/   40] | d_loss: 0.6838 | g_loss: 4.0812
Epoch [   25/   40] | d_loss: 0.5449 | g_loss: 3.5867
Epoch [   25/   40] | d_loss: 0.4711 | g_loss: 3.1061
Epoch [   25/   40] | d_loss: 0.5008 | g_loss: 3.3391
Epoch [   25/   40] | d_loss: 0.7318 | g_loss: 3.6264
Epoch [   25/   40] | d_loss: 0.6009 | g_loss: 2.4975
Epoch [   25/   40] | d_loss: 0.5671 | g_loss: 4.5314
Epoch [   25/   40] | d_loss: 0.8724 | g_loss: 4.3974
Epoch [   25/   40] | d_loss: 0.4726 | g_loss: 3.3968
Epoch [   25/   40] | d_loss: 0.4675 | g_loss: 3.0947
Epoch [   25/   40] | d_loss: 0.4693 | g_loss: 4.0831
Epoch [   25/   40] | d_loss: 0.6076 | g_loss: 2.4785
Epoch [   25/   40] | d_loss: 0.4312 | g_loss: 3.5141
Epoch [   25/   40] | d_loss: 0.4334 | g_loss: 3.6177
Epoch [   25/   40] | d_loss: 0.4193 | g_loss: 3.3004
Epoch [   25/   40] | d_loss: 0.4406 | g_loss: 4.0941
Epoch [   26/   40] | d_loss: 0.5782 | g_loss: 3.7227
Epoch [   26/   40] | d_loss: 0.4942 | g_loss: 2.9952
Epoch [   26/   40] | d_loss: 0.4175 | g_loss: 4.0433
Epoch [   26/   40] | d_loss: 0.8276 | g_loss: 1.7159
Epoch [   26/   40] | d_loss: 0.5972 | g_loss: 4.2357
Epoch [   26/   40] | d_loss: 0.5428 | g_loss: 2.9598
Epoch [   26/   40] | d_loss: 0.5946 | g_loss: 3.1701
Epoch [   26/   40] | d_loss: 0.5113 | g_loss: 2.5726
Epoch [   26/   40] | d_loss: 0.5092 | g_loss: 2.7897
Epoch [   26/   40] | d_loss: 0.4671 | g_loss: 4.2749
Epoch [   26/   40] | d_loss: 1.0204 | g_loss: 0.9997
Epoch [   26/   40] | d_loss: 0.4460 | g_loss: 3.6904
Epoch [   26/   40] | d_loss: 1.7725 | g_loss: 6.0888
Epoch [   26/   40] | d_loss: 0.6323 | g_loss: 2.8746
Epoch [   26/   40] | d_loss: 0.4653 | g_loss: 3.9409
Epoch [   26/   40] | d_loss: 0.5183 | g_loss: 3.4735
Epoch [   26/   40] | d_loss: 0.9034 | g_loss: 2.2523
Epoch [   26/   40] | d_loss: 0.6072 | g_loss: 2.8822
Epoch [   26/   40] | d_loss: 0.7687 | g_loss: 3.6377
Epoch [   26/   40] | d_loss: 0.5089 | g_loss: 2.7930
Epoch [   26/   40] | d_loss: 0.4757 | g_loss: 2.7211
Epoch [   26/   40] | d_loss: 0.7824 | g_loss: 3.4751
Epoch [   26/   40] | d_loss: 0.5061 | g_loss: 3.6373
Epoch [   26/   40] | d_loss: 0.6626 | g_loss: 2.1941
Epoch [   26/   40] | d_loss: 0.7448 | g_loss: 2.2873
Epoch [   26/   40] | d_loss: 0.6268 | g_loss: 2.3116
Epoch [   26/   40] | d_loss: 0.6119 | g_loss: 2.4220
Epoch [   26/   40] | d_loss: 0.6423 | g_loss: 2.0626
Epoch [   26/   40] | d_loss: 0.5441 | g_loss: 4.0387
Epoch [   26/   40] | d_loss: 0.4551 | g_loss: 3.2712
Epoch [   26/   40] | d_loss: 0.4146 | g_loss: 2.7181
Epoch [   26/   40] | d_loss: 0.4653 | g_loss: 3.2333
Epoch [   26/   40] | d_loss: 0.6865 | g_loss: 2.3601
Epoch [   26/   40] | d_loss: 0.4713 | g_loss: 4.1259
Epoch [   26/   40] | d_loss: 0.4850 | g_loss: 2.7853
Epoch [   26/   40] | d_loss: 0.5880 | g_loss: 3.9005
Epoch [   26/   40] | d_loss: 0.4960 | g_loss: 3.6269
Epoch [   26/   40] | d_loss: 0.5742 | g_loss: 3.2641
Epoch [   26/   40] | d_loss: 0.8126 | g_loss: 1.8693
Epoch [   26/   40] | d_loss: 0.6308 | g_loss: 3.4269
Epoch [   26/   40] | d_loss: 0.4884 | g_loss: 3.1482
Epoch [   26/   40] | d_loss: 0.5397 | g_loss: 3.3545
Epoch [   26/   40] | d_loss: 0.6537 | g_loss: 2.4331
Epoch [   26/   40] | d_loss: 0.8092 | g_loss: 3.5836
Epoch [   26/   40] | d_loss: 1.1338 | g_loss: 2.0613
Epoch [   26/   40] | d_loss: 0.5278 | g_loss: 1.8732
Epoch [   26/   40] | d_loss: 0.5412 | g_loss: 2.8738
Epoch [   26/   40] | d_loss: 0.3997 | g_loss: 4.6728
Epoch [   26/   40] | d_loss: 0.5140 | g_loss: 1.6950
Epoch [   26/   40] | d_loss: 0.5455 | g_loss: 3.9858
Epoch [   26/   40] | d_loss: 0.4951 | g_loss: 1.9294
Epoch [   26/   40] | d_loss: 0.6313 | g_loss: 2.1408
Epoch [   26/   40] | d_loss: 0.4833 | g_loss: 2.1583
Epoch [   26/   40] | d_loss: 0.5454 | g_loss: 3.1996
Epoch [   26/   40] | d_loss: 0.5420 | g_loss: 2.0258
Epoch [   26/   40] | d_loss: 0.4459 | g_loss: 2.8516
Epoch [   26/   40] | d_loss: 0.5153 | g_loss: 3.0760
Epoch [   27/   40] | d_loss: 1.3077 | g_loss: 4.8855
Epoch [   27/   40] | d_loss: 0.4340 | g_loss: 3.3579
Epoch [   27/   40] | d_loss: 0.7947 | g_loss: 1.7147
Epoch [   27/   40] | d_loss: 0.5900 | g_loss: 1.5981
Epoch [   27/   40] | d_loss: 0.6264 | g_loss: 2.6447
Epoch [   27/   40] | d_loss: 0.5266 | g_loss: 2.0276
Epoch [   27/   40] | d_loss: 0.6685 | g_loss: 3.2685
Epoch [   27/   40] | d_loss: 0.4926 | g_loss: 3.9208
Epoch [   27/   40] | d_loss: 0.4863 | g_loss: 4.0437
Epoch [   27/   40] | d_loss: 0.7140 | g_loss: 3.1001
Epoch [   27/   40] | d_loss: 0.4772 | g_loss: 3.6703
Epoch [   27/   40] | d_loss: 0.5008 | g_loss: 3.4330
Epoch [   27/   40] | d_loss: 0.5491 | g_loss: 4.0286
Epoch [   27/   40] | d_loss: 0.8307 | g_loss: 2.3341
Epoch [   27/   40] | d_loss: 0.5362 | g_loss: 2.5001
Epoch [   27/   40] | d_loss: 0.4545 | g_loss: 3.1113
Epoch [   27/   40] | d_loss: 0.6516 | g_loss: 2.6795
Epoch [   27/   40] | d_loss: 0.4053 | g_loss: 4.2535
Epoch [   27/   40] | d_loss: 0.6771 | g_loss: 2.5651
Epoch [   27/   40] | d_loss: 0.6719 | g_loss: 3.3584
Epoch [   27/   40] | d_loss: 0.4581 | g_loss: 2.7052
Epoch [   27/   40] | d_loss: 0.4925 | g_loss: 2.7595
Epoch [   27/   40] | d_loss: 0.4314 | g_loss: 3.8216
Epoch [   27/   40] | d_loss: 0.4676 | g_loss: 3.5883
Epoch [   27/   40] | d_loss: 0.4351 | g_loss: 3.3652
Epoch [   27/   40] | d_loss: 0.7847 | g_loss: 3.6576
Epoch [   27/   40] | d_loss: 0.7270 | g_loss: 3.8094
Epoch [   27/   40] | d_loss: 0.7986 | g_loss: 1.5627
Epoch [   27/   40] | d_loss: 0.4123 | g_loss: 3.8129
Epoch [   27/   40] | d_loss: 0.6870 | g_loss: 3.3102
Epoch [   27/   40] | d_loss: 0.6861 | g_loss: 2.3830
Epoch [   27/   40] | d_loss: 0.7576 | g_loss: 2.1216
Epoch [   27/   40] | d_loss: 0.5082 | g_loss: 2.8005
Epoch [   27/   40] | d_loss: 0.7297 | g_loss: 1.8001
Epoch [   27/   40] | d_loss: 0.4582 | g_loss: 3.3382
Epoch [   27/   40] | d_loss: 0.4698 | g_loss: 3.3035
Epoch [   27/   40] | d_loss: 0.5125 | g_loss: 3.5999
Epoch [   27/   40] | d_loss: 0.6808 | g_loss: 2.0263
Epoch [   27/   40] | d_loss: 0.6731 | g_loss: 2.6265
Epoch [   27/   40] | d_loss: 1.3898 | g_loss: 3.9583
Epoch [   27/   40] | d_loss: 0.7609 | g_loss: 2.9885
Epoch [   27/   40] | d_loss: 0.6236 | g_loss: 3.1818
Epoch [   27/   40] | d_loss: 0.4323 | g_loss: 3.9183
Epoch [   27/   40] | d_loss: 0.4681 | g_loss: 3.5412
Epoch [   27/   40] | d_loss: 0.5276 | g_loss: 3.3795
Epoch [   27/   40] | d_loss: 0.4765 | g_loss: 3.2195
Epoch [   27/   40] | d_loss: 0.5456 | g_loss: 2.9920
Epoch [   27/   40] | d_loss: 0.8209 | g_loss: 2.9268
Epoch [   27/   40] | d_loss: 0.5338 | g_loss: 2.7224
Epoch [   27/   40] | d_loss: 0.4218 | g_loss: 2.5134
Epoch [   27/   40] | d_loss: 0.4401 | g_loss: 4.2253
Epoch [   27/   40] | d_loss: 0.4985 | g_loss: 3.4046
Epoch [   27/   40] | d_loss: 0.5266 | g_loss: 2.2304
Epoch [   27/   40] | d_loss: 0.7474 | g_loss: 1.6004
Epoch [   27/   40] | d_loss: 0.5195 | g_loss: 4.1458
Epoch [   27/   40] | d_loss: 0.5760 | g_loss: 3.4433
Epoch [   27/   40] | d_loss: 0.8556 | g_loss: 2.0498
Epoch [   28/   40] | d_loss: 1.2801 | g_loss: 3.7983
Epoch [   28/   40] | d_loss: 0.5577 | g_loss: 2.9543
Epoch [   28/   40] | d_loss: 0.6265 | g_loss: 2.5545
Epoch [   28/   40] | d_loss: 0.5431 | g_loss: 3.2599
Epoch [   28/   40] | d_loss: 0.4054 | g_loss: 3.6294
Epoch [   28/   40] | d_loss: 0.7186 | g_loss: 2.7737
Epoch [   28/   40] | d_loss: 0.4394 | g_loss: 3.0168
Epoch [   28/   40] | d_loss: 0.5472 | g_loss: 3.8543
Epoch [   28/   40] | d_loss: 0.4637 | g_loss: 4.4121
Epoch [   28/   40] | d_loss: 0.9517 | g_loss: 2.9602
Epoch [   28/   40] | d_loss: 0.4379 | g_loss: 3.3634
Epoch [   28/   40] | d_loss: 0.5127 | g_loss: 2.9366
Epoch [   28/   40] | d_loss: 0.4255 | g_loss: 4.5806
Epoch [   28/   40] | d_loss: 0.5009 | g_loss: 2.5061
Epoch [   28/   40] | d_loss: 0.6202 | g_loss: 2.5504
Epoch [   28/   40] | d_loss: 0.5478 | g_loss: 4.3186
Epoch [   28/   40] | d_loss: 1.7955 | g_loss: 1.0842
Epoch [   28/   40] | d_loss: 0.4824 | g_loss: 2.9369
Epoch [   28/   40] | d_loss: 0.8204 | g_loss: 4.2670
Epoch [   28/   40] | d_loss: 0.6059 | g_loss: 2.5689
Epoch [   28/   40] | d_loss: 0.4708 | g_loss: 3.1819
Epoch [   28/   40] | d_loss: 0.5552 | g_loss: 3.3876
Epoch [   28/   40] | d_loss: 0.4918 | g_loss: 3.2668
Epoch [   28/   40] | d_loss: 0.4198 | g_loss: 4.1886
Epoch [   28/   40] | d_loss: 0.4552 | g_loss: 2.7290
Epoch [   28/   40] | d_loss: 0.4737 | g_loss: 2.3886
Epoch [   28/   40] | d_loss: 0.4583 | g_loss: 3.0881
Epoch [   28/   40] | d_loss: 0.4531 | g_loss: 3.6351
Epoch [   28/   40] | d_loss: 0.4157 | g_loss: 4.0997
Epoch [   28/   40] | d_loss: 0.4357 | g_loss: 3.5969
Epoch [   28/   40] | d_loss: 0.4424 | g_loss: 3.6214
Epoch [   28/   40] | d_loss: 0.6035 | g_loss: 3.2777
Epoch [   28/   40] | d_loss: 0.4766 | g_loss: 4.5515
Epoch [   28/   40] | d_loss: 0.8783 | g_loss: 1.9924
Epoch [   28/   40] | d_loss: 0.5962 | g_loss: 2.5769
Epoch [   28/   40] | d_loss: 0.6926 | g_loss: 2.2187
Epoch [   28/   40] | d_loss: 0.7210 | g_loss: 2.6577
Epoch [   28/   40] | d_loss: 0.9096 | g_loss: 3.8676
Epoch [   28/   40] | d_loss: 0.3984 | g_loss: 3.5777
Epoch [   28/   40] | d_loss: 0.5100 | g_loss: 3.9696
Epoch [   28/   40] | d_loss: 0.5528 | g_loss: 2.9259
Epoch [   28/   40] | d_loss: 0.4922 | g_loss: 2.2940
Epoch [   28/   40] | d_loss: 0.5051 | g_loss: 3.5184
Epoch [   28/   40] | d_loss: 0.4583 | g_loss: 3.0590
Epoch [   28/   40] | d_loss: 0.5364 | g_loss: 3.2707
Epoch [   28/   40] | d_loss: 0.5773 | g_loss: 2.4985
Epoch [   28/   40] | d_loss: 0.5142 | g_loss: 3.2560
Epoch [   28/   40] | d_loss: 0.5633 | g_loss: 2.2820
Epoch [   28/   40] | d_loss: 0.6122 | g_loss: 2.5518
Epoch [   28/   40] | d_loss: 0.4804 | g_loss: 3.5625
Epoch [   28/   40] | d_loss: 0.4153 | g_loss: 2.7239
Epoch [   28/   40] | d_loss: 1.0893 | g_loss: 3.9195
Epoch [   28/   40] | d_loss: 0.6880 | g_loss: 2.5340
Epoch [   28/   40] | d_loss: 0.6661 | g_loss: 1.4243
Epoch [   28/   40] | d_loss: 0.5322 | g_loss: 3.2169
Epoch [   28/   40] | d_loss: 0.5129 | g_loss: 4.0190
Epoch [   28/   40] | d_loss: 0.4895 | g_loss: 2.6368
Epoch [   29/   40] | d_loss: 0.8863 | g_loss: 1.9793
Epoch [   29/   40] | d_loss: 0.6386 | g_loss: 3.3349
Epoch [   29/   40] | d_loss: 0.5719 | g_loss: 4.6948
Epoch [   29/   40] | d_loss: 0.6001 | g_loss: 2.9030
Epoch [   29/   40] | d_loss: 0.4514 | g_loss: 2.8015
Epoch [   29/   40] | d_loss: 0.4332 | g_loss: 3.3407
Epoch [   29/   40] | d_loss: 0.6823 | g_loss: 2.5170
Epoch [   29/   40] | d_loss: 0.4275 | g_loss: 3.9212
Epoch [   29/   40] | d_loss: 0.4977 | g_loss: 3.7413
Epoch [   29/   40] | d_loss: 0.7714 | g_loss: 3.4108
Epoch [   29/   40] | d_loss: 1.1681 | g_loss: 1.2997
Epoch [   29/   40] | d_loss: 0.7488 | g_loss: 4.3877
Epoch [   29/   40] | d_loss: 0.5482 | g_loss: 3.2412
Epoch [   29/   40] | d_loss: 0.5334 | g_loss: 2.2380
Epoch [   29/   40] | d_loss: 0.4379 | g_loss: 3.6255
Epoch [   29/   40] | d_loss: 0.5951 | g_loss: 2.3655
Epoch [   29/   40] | d_loss: 0.4467 | g_loss: 3.0862
Epoch [   29/   40] | d_loss: 0.7566 | g_loss: 1.8980
Epoch [   29/   40] | d_loss: 0.5106 | g_loss: 3.2832
Epoch [   29/   40] | d_loss: 0.7286 | g_loss: 2.5413
Epoch [   29/   40] | d_loss: 0.6219 | g_loss: 2.1882
Epoch [   29/   40] | d_loss: 0.6237 | g_loss: 2.6373
Epoch [   29/   40] | d_loss: 0.6705 | g_loss: 2.7667
Epoch [   29/   40] | d_loss: 0.5694 | g_loss: 3.7204
Epoch [   29/   40] | d_loss: 0.4486 | g_loss: 4.1065
Epoch [   29/   40] | d_loss: 0.3972 | g_loss: 3.4482
Epoch [   29/   40] | d_loss: 0.4594 | g_loss: 3.5547
Epoch [   29/   40] | d_loss: 0.4228 | g_loss: 3.2328
Epoch [   29/   40] | d_loss: 1.1332 | g_loss: 1.1596
Epoch [   29/   40] | d_loss: 0.4802 | g_loss: 3.3326
Epoch [   29/   40] | d_loss: 0.8323 | g_loss: 1.9348
Epoch [   29/   40] | d_loss: 0.4474 | g_loss: 1.9017
Epoch [   29/   40] | d_loss: 0.7891 | g_loss: 3.5076
Epoch [   29/   40] | d_loss: 0.5625 | g_loss: 3.9824
Epoch [   29/   40] | d_loss: 0.4062 | g_loss: 2.9806
Epoch [   29/   40] | d_loss: 0.5098 | g_loss: 3.5691
Epoch [   29/   40] | d_loss: 0.4679 | g_loss: 3.2018
Epoch [   29/   40] | d_loss: 0.6986 | g_loss: 2.3252
Epoch [   29/   40] | d_loss: 0.4483 | g_loss: 3.0283
Epoch [   29/   40] | d_loss: 0.5685 | g_loss: 2.6289
Epoch [   29/   40] | d_loss: 0.4867 | g_loss: 3.7316
Epoch [   29/   40] | d_loss: 0.6298 | g_loss: 1.9122
Epoch [   29/   40] | d_loss: 0.4182 | g_loss: 4.2239
Epoch [   29/   40] | d_loss: 0.4614 | g_loss: 3.4814
Epoch [   29/   40] | d_loss: 0.4446 | g_loss: 5.7927
Epoch [   29/   40] | d_loss: 0.4818 | g_loss: 3.4648
Epoch [   29/   40] | d_loss: 0.4548 | g_loss: 3.4867
Epoch [   29/   40] | d_loss: 0.4888 | g_loss: 3.1965
Epoch [   29/   40] | d_loss: 0.7244 | g_loss: 2.0305
Epoch [   29/   40] | d_loss: 0.5459 | g_loss: 1.7990
Epoch [   29/   40] | d_loss: 0.4909 | g_loss: 2.5891
Epoch [   29/   40] | d_loss: 0.6775 | g_loss: 3.9390
Epoch [   29/   40] | d_loss: 0.5099 | g_loss: 3.4926
Epoch [   29/   40] | d_loss: 0.5755 | g_loss: 2.1554
Epoch [   29/   40] | d_loss: 0.4952 | g_loss: 3.4134
Epoch [   29/   40] | d_loss: 0.7187 | g_loss: 3.8113
Epoch [   30/   40] | d_loss: 0.4761 | g_loss: 3.2576
Epoch [   30/   40] | d_loss: 0.5757 | g_loss: 2.6954
Epoch [   30/   40] | d_loss: 0.4352 | g_loss: 2.9698
Epoch [   30/   40] | d_loss: 0.4986 | g_loss: 3.9352
Epoch [   30/   40] | d_loss: 0.5635 | g_loss: 2.6196
Epoch [   30/   40] | d_loss: 0.5133 | g_loss: 3.6648
Epoch [   30/   40] | d_loss: 0.4078 | g_loss: 4.1795
Epoch [   30/   40] | d_loss: 0.4671 | g_loss: 4.3059
Epoch [   30/   40] | d_loss: 0.7581 | g_loss: 3.6830
Epoch [   30/   40] | d_loss: 0.4580 | g_loss: 3.5828
Epoch [   30/   40] | d_loss: 0.4037 | g_loss: 4.4718
Epoch [   30/   40] | d_loss: 0.4126 | g_loss: 4.2899
Epoch [   30/   40] | d_loss: 0.4507 | g_loss: 3.1293
Epoch [   30/   40] | d_loss: 0.5924 | g_loss: 2.5239
Epoch [   30/   40] | d_loss: 0.5188 | g_loss: 2.7458
Epoch [   30/   40] | d_loss: 0.5618 | g_loss: 2.6281
Epoch [   30/   40] | d_loss: 0.5885 | g_loss: 3.0455
Epoch [   30/   40] | d_loss: 0.5075 | g_loss: 4.0081
Epoch [   30/   40] | d_loss: 0.4142 | g_loss: 3.4449
Epoch [   30/   40] | d_loss: 1.0009 | g_loss: 4.1706
Epoch [   30/   40] | d_loss: 0.5909 | g_loss: 2.7425
Epoch [   30/   40] | d_loss: 0.5502 | g_loss: 2.1519
Epoch [   30/   40] | d_loss: 0.4942 | g_loss: 3.1418
Epoch [   30/   40] | d_loss: 0.4136 | g_loss: 3.5882
Epoch [   30/   40] | d_loss: 0.5585 | g_loss: 3.4902
Epoch [   30/   40] | d_loss: 0.5105 | g_loss: 2.4655
Epoch [   30/   40] | d_loss: 0.4596 | g_loss: 3.6089
Epoch [   30/   40] | d_loss: 0.5287 | g_loss: 4.9152
Epoch [   30/   40] | d_loss: 0.8228 | g_loss: 3.1402
Epoch [   30/   40] | d_loss: 0.4868 | g_loss: 4.1615
Epoch [   30/   40] | d_loss: 0.5301 | g_loss: 3.1237
Epoch [   30/   40] | d_loss: 0.5334 | g_loss: 2.5992
Epoch [   30/   40] | d_loss: 0.5927 | g_loss: 2.7046
Epoch [   30/   40] | d_loss: 0.8167 | g_loss: 3.8881
Epoch [   30/   40] | d_loss: 0.5098 | g_loss: 2.5567
Epoch [   30/   40] | d_loss: 0.5468 | g_loss: 2.7598
Epoch [   30/   40] | d_loss: 0.6824 | g_loss: 2.4759
Epoch [   30/   40] | d_loss: 0.4591 | g_loss: 2.8570
Epoch [   30/   40] | d_loss: 0.5051 | g_loss: 3.2137
Epoch [   30/   40] | d_loss: 0.4656 | g_loss: 4.4701
Epoch [   30/   40] | d_loss: 0.4904 | g_loss: 2.4325
Epoch [   30/   40] | d_loss: 0.4897 | g_loss: 3.3441
Epoch [   30/   40] | d_loss: 0.4249 | g_loss: 4.1650
Epoch [   30/   40] | d_loss: 0.7164 | g_loss: 1.3006
Epoch [   30/   40] | d_loss: 0.4896 | g_loss: 3.2649
Epoch [   30/   40] | d_loss: 0.5251 | g_loss: 3.0462
Epoch [   30/   40] | d_loss: 0.6544 | g_loss: 2.7353
Epoch [   30/   40] | d_loss: 0.4183 | g_loss: 4.2902
Epoch [   30/   40] | d_loss: 0.4418 | g_loss: 3.2313
Epoch [   30/   40] | d_loss: 0.6887 | g_loss: 1.9016
Epoch [   30/   40] | d_loss: 0.4082 | g_loss: 2.7357
Epoch [   30/   40] | d_loss: 0.5980 | g_loss: 2.8986
Epoch [   30/   40] | d_loss: 0.5008 | g_loss: 2.9714
Epoch [   30/   40] | d_loss: 0.4457 | g_loss: 3.5673
Epoch [   30/   40] | d_loss: 0.5898 | g_loss: 1.2503
Epoch [   30/   40] | d_loss: 0.4489 | g_loss: 3.4068
Epoch [   30/   40] | d_loss: 0.4103 | g_loss: 4.3543
Epoch [   31/   40] | d_loss: 0.7205 | g_loss: 1.6426
Epoch [   31/   40] | d_loss: 0.4347 | g_loss: 4.0800
Epoch [   31/   40] | d_loss: 0.4481 | g_loss: 4.1068
Epoch [   31/   40] | d_loss: 0.6102 | g_loss: 4.2555
Epoch [   31/   40] | d_loss: 0.5931 | g_loss: 2.2060
Epoch [   31/   40] | d_loss: 0.6295 | g_loss: 2.0867
Epoch [   31/   40] | d_loss: 0.6065 | g_loss: 3.1905
Epoch [   31/   40] | d_loss: 0.4483 | g_loss: 3.8493
Epoch [   31/   40] | d_loss: 0.7855 | g_loss: 2.0793
Epoch [   31/   40] | d_loss: 0.6229 | g_loss: 2.3865
Epoch [   31/   40] | d_loss: 0.6896 | g_loss: 2.4865
Epoch [   31/   40] | d_loss: 0.4197 | g_loss: 3.4001
Epoch [   31/   40] | d_loss: 0.7079 | g_loss: 3.1664
Epoch [   31/   40] | d_loss: 0.5350 | g_loss: 3.0459
Epoch [   31/   40] | d_loss: 0.4194 | g_loss: 3.4277
Epoch [   31/   40] | d_loss: 0.3899 | g_loss: 4.4297
Epoch [   31/   40] | d_loss: 0.5617 | g_loss: 2.9710
Epoch [   31/   40] | d_loss: 0.6246 | g_loss: 3.7263
Epoch [   31/   40] | d_loss: 0.9823 | g_loss: 1.5180
Epoch [   31/   40] | d_loss: 0.4693 | g_loss: 3.6610
Epoch [   31/   40] | d_loss: 0.7615 | g_loss: 2.9318
Epoch [   31/   40] | d_loss: 0.4345 | g_loss: 2.2747
Epoch [   31/   40] | d_loss: 0.4443 | g_loss: 3.0200
Epoch [   31/   40] | d_loss: 0.9301 | g_loss: 1.1611
Epoch [   31/   40] | d_loss: 0.4606 | g_loss: 3.0883
Epoch [   31/   40] | d_loss: 0.4142 | g_loss: 4.0298
Epoch [   31/   40] | d_loss: 0.7000 | g_loss: 2.1817
Epoch [   31/   40] | d_loss: 0.4662 | g_loss: 3.0382
Epoch [   31/   40] | d_loss: 0.5221 | g_loss: 2.6129
Epoch [   31/   40] | d_loss: 0.5050 | g_loss: 3.2803
Epoch [   31/   40] | d_loss: 0.4718 | g_loss: 2.3671
Epoch [   31/   40] | d_loss: 0.5498 | g_loss: 4.3740
Epoch [   31/   40] | d_loss: 0.4708 | g_loss: 3.3174
Epoch [   31/   40] | d_loss: 0.3972 | g_loss: 4.4295
Epoch [   31/   40] | d_loss: 0.5165 | g_loss: 3.7994
Epoch [   31/   40] | d_loss: 0.5215 | g_loss: 3.1152
Epoch [   31/   40] | d_loss: 0.4560 | g_loss: 3.6034
Epoch [   31/   40] | d_loss: 0.5043 | g_loss: 4.1896
Epoch [   31/   40] | d_loss: 0.4594 | g_loss: 3.9559
Epoch [   31/   40] | d_loss: 0.4901 | g_loss: 3.1294
Epoch [   31/   40] | d_loss: 0.5783 | g_loss: 3.9001
Epoch [   31/   40] | d_loss: 0.6020 | g_loss: 2.7551
Epoch [   31/   40] | d_loss: 0.6010 | g_loss: 2.4749
Epoch [   31/   40] | d_loss: 0.4854 | g_loss: 4.4847
Epoch [   31/   40] | d_loss: 0.4865 | g_loss: 3.5981
Epoch [   31/   40] | d_loss: 0.4511 | g_loss: 2.8661
Epoch [   31/   40] | d_loss: 0.6016 | g_loss: 1.5501
Epoch [   31/   40] | d_loss: 0.6574 | g_loss: 2.7465
Epoch [   31/   40] | d_loss: 0.4301 | g_loss: 2.9102
Epoch [   31/   40] | d_loss: 0.4342 | g_loss: 3.5385
Epoch [   31/   40] | d_loss: 0.8085 | g_loss: 4.0650
Epoch [   31/   40] | d_loss: 0.4393 | g_loss: 3.8466
Epoch [   31/   40] | d_loss: 0.4569 | g_loss: 2.2081
Epoch [   31/   40] | d_loss: 0.5232 | g_loss: 2.7377
Epoch [   31/   40] | d_loss: 0.7186 | g_loss: 2.0324
Epoch [   31/   40] | d_loss: 0.4328 | g_loss: 3.5027
Epoch [   31/   40] | d_loss: 0.4835 | g_loss: 2.3635
Epoch [   32/   40] | d_loss: 0.4869 | g_loss: 3.6597
Epoch [   32/   40] | d_loss: 0.4332 | g_loss: 3.5219
Epoch [   32/   40] | d_loss: 0.8610 | g_loss: 1.4756
Epoch [   32/   40] | d_loss: 0.4604 | g_loss: 3.8706
Epoch [   32/   40] | d_loss: 0.4610 | g_loss: 3.5892
Epoch [   32/   40] | d_loss: 0.5314 | g_loss: 3.3127
Epoch [   32/   40] | d_loss: 0.5336 | g_loss: 3.2695
Epoch [   32/   40] | d_loss: 0.4666 | g_loss: 2.2411
Epoch [   32/   40] | d_loss: 0.6685 | g_loss: 4.2687
Epoch [   32/   40] | d_loss: 0.4658 | g_loss: 3.4755
Epoch [   32/   40] | d_loss: 0.6220 | g_loss: 2.0219
Epoch [   32/   40] | d_loss: 0.6684 | g_loss: 2.0281
Epoch [   32/   40] | d_loss: 0.5489 | g_loss: 2.4088
Epoch [   32/   40] | d_loss: 0.4631 | g_loss: 3.8809
Epoch [   32/   40] | d_loss: 0.4048 | g_loss: 3.2723
Epoch [   32/   40] | d_loss: 0.6012 | g_loss: 2.6965
Epoch [   32/   40] | d_loss: 0.7900 | g_loss: 2.2285
Epoch [   32/   40] | d_loss: 0.5680 | g_loss: 3.9119
Epoch [   32/   40] | d_loss: 0.4455 | g_loss: 3.4867
Epoch [   32/   40] | d_loss: 0.5508 | g_loss: 4.7520
Epoch [   32/   40] | d_loss: 0.3856 | g_loss: 4.4065
Epoch [   32/   40] | d_loss: 0.4509 | g_loss: 3.7210
Epoch [   32/   40] | d_loss: 0.5038 | g_loss: 5.2097
Epoch [   32/   40] | d_loss: 0.5589 | g_loss: 4.2224
Epoch [   32/   40] | d_loss: 0.6998 | g_loss: 2.3475
Epoch [   32/   40] | d_loss: 0.4904 | g_loss: 1.7722
Epoch [   32/   40] | d_loss: 0.4201 | g_loss: 4.2287
Epoch [   32/   40] | d_loss: 0.4179 | g_loss: 3.7409
Epoch [   32/   40] | d_loss: 0.4584 | g_loss: 3.1973
Epoch [   32/   40] | d_loss: 0.4663 | g_loss: 4.4582
Epoch [   32/   40] | d_loss: 0.4252 | g_loss: 4.0463
Epoch [   32/   40] | d_loss: 0.4349 | g_loss: 3.8479
Epoch [   32/   40] | d_loss: 0.5489 | g_loss: 4.1634
Epoch [   32/   40] | d_loss: 0.6040 | g_loss: 4.7881
Epoch [   32/   40] | d_loss: 0.4759 | g_loss: 3.9748
Epoch [   32/   40] | d_loss: 0.4426 | g_loss: 4.2344
Epoch [   32/   40] | d_loss: 0.5402 | g_loss: 2.4577
Epoch [   32/   40] | d_loss: 1.0921 | g_loss: 4.2368
Epoch [   32/   40] | d_loss: 0.5804 | g_loss: 2.9671
Epoch [   32/   40] | d_loss: 0.9282 | g_loss: 1.1158
Epoch [   32/   40] | d_loss: 0.4192 | g_loss: 3.2617
Epoch [   32/   40] | d_loss: 0.4644 | g_loss: 2.7286
Epoch [   32/   40] | d_loss: 0.6450 | g_loss: 1.4961
Epoch [   32/   40] | d_loss: 0.4801 | g_loss: 2.5879
Epoch [   32/   40] | d_loss: 1.0756 | g_loss: 0.7238
Epoch [   32/   40] | d_loss: 0.4729 | g_loss: 2.5566
Epoch [   32/   40] | d_loss: 0.6028 | g_loss: 2.7978
Epoch [   32/   40] | d_loss: 0.4544 | g_loss: 4.1515
Epoch [   32/   40] | d_loss: 1.3389 | g_loss: 1.6831
Epoch [   32/   40] | d_loss: 0.4231 | g_loss: 3.5304
Epoch [   32/   40] | d_loss: 0.4516 | g_loss: 2.5266
Epoch [   32/   40] | d_loss: 0.4618 | g_loss: 3.3803
Epoch [   32/   40] | d_loss: 0.5900 | g_loss: 3.2964
Epoch [   32/   40] | d_loss: 0.5520 | g_loss: 2.3620
Epoch [   32/   40] | d_loss: 0.4793 | g_loss: 3.2655
Epoch [   32/   40] | d_loss: 0.4092 | g_loss: 3.1128
Epoch [   32/   40] | d_loss: 0.4459 | g_loss: 3.0378
Epoch [   33/   40] | d_loss: 0.4534 | g_loss: 3.3130
Epoch [   33/   40] | d_loss: 0.4692 | g_loss: 2.7920
Epoch [   33/   40] | d_loss: 0.5384 | g_loss: 2.7868
Epoch [   33/   40] | d_loss: 0.5028 | g_loss: 3.8427
Epoch [   33/   40] | d_loss: 0.6382 | g_loss: 3.8027
Epoch [   33/   40] | d_loss: 0.4414 | g_loss: 3.4746
Epoch [   33/   40] | d_loss: 0.5695 | g_loss: 2.7039
Epoch [   33/   40] | d_loss: 0.3801 | g_loss: 4.4502
Epoch [   33/   40] | d_loss: 0.4811 | g_loss: 2.0903
Epoch [   33/   40] | d_loss: 0.4741 | g_loss: 2.6862
Epoch [   33/   40] | d_loss: 0.4944 | g_loss: 2.5947
Epoch [   33/   40] | d_loss: 0.4911 | g_loss: 3.1236
Epoch [   33/   40] | d_loss: 0.4403 | g_loss: 4.4160
Epoch [   33/   40] | d_loss: 0.4458 | g_loss: 3.8982
Epoch [   33/   40] | d_loss: 0.4346 | g_loss: 2.6943
Epoch [   33/   40] | d_loss: 0.5441 | g_loss: 2.9242
Epoch [   33/   40] | d_loss: 0.4691 | g_loss: 3.1332
Epoch [   33/   40] | d_loss: 0.6882 | g_loss: 3.5571
Epoch [   33/   40] | d_loss: 0.5539 | g_loss: 3.4735
Epoch [   33/   40] | d_loss: 0.6592 | g_loss: 2.1653
Epoch [   33/   40] | d_loss: 0.5052 | g_loss: 3.0400
Epoch [   33/   40] | d_loss: 0.4574 | g_loss: 4.4721
Epoch [   33/   40] | d_loss: 0.4801 | g_loss: 3.1697
Epoch [   33/   40] | d_loss: 0.4452 | g_loss: 2.9467
Epoch [   33/   40] | d_loss: 0.5013 | g_loss: 2.5850
Epoch [   33/   40] | d_loss: 0.4458 | g_loss: 4.1653
Epoch [   33/   40] | d_loss: 0.5735 | g_loss: 2.5264
Epoch [   33/   40] | d_loss: 0.6401 | g_loss: 2.9044
Epoch [   33/   40] | d_loss: 0.8111 | g_loss: 2.4506
Epoch [   33/   40] | d_loss: 0.4449 | g_loss: 3.4710
Epoch [   33/   40] | d_loss: 0.5502 | g_loss: 3.3544
Epoch [   33/   40] | d_loss: 0.5621 | g_loss: 2.8286
Epoch [   33/   40] | d_loss: 0.5894 | g_loss: 3.1333
Epoch [   33/   40] | d_loss: 0.7665 | g_loss: 1.2662
Epoch [   33/   40] | d_loss: 0.6357 | g_loss: 2.7172
Epoch [   33/   40] | d_loss: 0.3991 | g_loss: 3.3242
Epoch [   33/   40] | d_loss: 0.5287 | g_loss: 3.2608
Epoch [   33/   40] | d_loss: 0.4761 | g_loss: 4.3837
Epoch [   33/   40] | d_loss: 0.4313 | g_loss: 3.8512
Epoch [   33/   40] | d_loss: 0.4874 | g_loss: 2.4751
Epoch [   33/   40] | d_loss: 0.4247 | g_loss: 3.4260
Epoch [   33/   40] | d_loss: 0.4381 | g_loss: 3.9876
Epoch [   33/   40] | d_loss: 0.6233 | g_loss: 2.6721
Epoch [   33/   40] | d_loss: 0.5604 | g_loss: 2.0172
Epoch [   33/   40] | d_loss: 0.4153 | g_loss: 5.0642
Epoch [   33/   40] | d_loss: 0.7586 | g_loss: 2.3140
Epoch [   33/   40] | d_loss: 0.3984 | g_loss: 3.6085
Epoch [   33/   40] | d_loss: 1.0525 | g_loss: 1.5029
Epoch [   33/   40] | d_loss: 0.4705 | g_loss: 3.2601
Epoch [   33/   40] | d_loss: 0.6850 | g_loss: 3.9895
Epoch [   33/   40] | d_loss: 0.6112 | g_loss: 3.5001
Epoch [   33/   40] | d_loss: 0.4920 | g_loss: 3.7235
Epoch [   33/   40] | d_loss: 0.4387 | g_loss: 3.5908
Epoch [   33/   40] | d_loss: 0.4593 | g_loss: 2.8103
Epoch [   33/   40] | d_loss: 0.4138 | g_loss: 3.9497
Epoch [   33/   40] | d_loss: 0.4979 | g_loss: 3.5883
Epoch [   33/   40] | d_loss: 0.9835 | g_loss: 1.5277
Epoch [   34/   40] | d_loss: 0.6784 | g_loss: 3.8628
Epoch [   34/   40] | d_loss: 0.4380 | g_loss: 3.2089
Epoch [   34/   40] | d_loss: 0.4475 | g_loss: 4.0023
Epoch [   34/   40] | d_loss: 0.4054 | g_loss: 3.9275
Epoch [   34/   40] | d_loss: 0.5047 | g_loss: 3.4315
Epoch [   34/   40] | d_loss: 0.4168 | g_loss: 2.6245
Epoch [   34/   40] | d_loss: 0.5336 | g_loss: 3.3504
Epoch [   34/   40] | d_loss: 1.4127 | g_loss: 4.0472
Epoch [   34/   40] | d_loss: 0.4437 | g_loss: 3.6689
Epoch [   34/   40] | d_loss: 0.4821 | g_loss: 2.2887
Epoch [   34/   40] | d_loss: 1.3209 | g_loss: 2.8385
Epoch [   34/   40] | d_loss: 0.6477 | g_loss: 3.0932
Epoch [   34/   40] | d_loss: 0.4423 | g_loss: 2.8144
Epoch [   34/   40] | d_loss: 0.8249 | g_loss: 2.4544
Epoch [   34/   40] | d_loss: 0.4130 | g_loss: 3.8137
Epoch [   34/   40] | d_loss: 0.4008 | g_loss: 3.2911
Epoch [   34/   40] | d_loss: 0.4976 | g_loss: 3.2427
Epoch [   34/   40] | d_loss: 0.5803 | g_loss: 3.4526
Epoch [   34/   40] | d_loss: 0.5237 | g_loss: 3.1037
Epoch [   34/   40] | d_loss: 0.7208 | g_loss: 3.6450
Epoch [   34/   40] | d_loss: 0.4947 | g_loss: 2.1175
Epoch [   34/   40] | d_loss: 0.4845 | g_loss: 3.3014
Epoch [   34/   40] | d_loss: 0.5151 | g_loss: 3.1025
Epoch [   34/   40] | d_loss: 0.7005 | g_loss: 3.4890
Epoch [   34/   40] | d_loss: 0.5460 | g_loss: 2.8778
Epoch [   34/   40] | d_loss: 0.4505 | g_loss: 3.6281
Epoch [   34/   40] | d_loss: 0.6543 | g_loss: 4.0067
Epoch [   34/   40] | d_loss: 0.9544 | g_loss: 1.0733
Epoch [   34/   40] | d_loss: 0.5120 | g_loss: 2.5955
Epoch [   34/   40] | d_loss: 0.4050 | g_loss: 3.3773
Epoch [   34/   40] | d_loss: 0.4480 | g_loss: 3.5764
Epoch [   34/   40] | d_loss: 0.5490 | g_loss: 3.1421
Epoch [   34/   40] | d_loss: 0.4966 | g_loss: 3.1821
Epoch [   34/   40] | d_loss: 0.4879 | g_loss: 2.9975
Epoch [   34/   40] | d_loss: 0.5999 | g_loss: 1.7748
Epoch [   34/   40] | d_loss: 0.4174 | g_loss: 3.3135
Epoch [   34/   40] | d_loss: 0.5185 | g_loss: 3.5393
Epoch [   34/   40] | d_loss: 0.4675 | g_loss: 3.6363
Epoch [   34/   40] | d_loss: 0.4676 | g_loss: 4.3573
Epoch [   34/   40] | d_loss: 0.4711 | g_loss: 4.1225
Epoch [   34/   40] | d_loss: 0.4823 | g_loss: 2.9879
Epoch [   34/   40] | d_loss: 0.5871 | g_loss: 2.8958
Epoch [   34/   40] | d_loss: 0.4717 | g_loss: 3.7135
Epoch [   34/   40] | d_loss: 0.5233 | g_loss: 1.8880
Epoch [   34/   40] | d_loss: 0.4220 | g_loss: 3.7332
Epoch [   34/   40] | d_loss: 1.0873 | g_loss: 2.0467
Epoch [   34/   40] | d_loss: 0.4550 | g_loss: 3.7732
Epoch [   34/   40] | d_loss: 0.4698 | g_loss: 3.7936
Epoch [   34/   40] | d_loss: 0.6115 | g_loss: 2.2821
Epoch [   34/   40] | d_loss: 0.6123 | g_loss: 3.2825
Epoch [   34/   40] | d_loss: 0.4680 | g_loss: 3.9915
Epoch [   34/   40] | d_loss: 0.4765 | g_loss: 3.5230
Epoch [   34/   40] | d_loss: 0.6105 | g_loss: 3.2626
Epoch [   34/   40] | d_loss: 0.4301 | g_loss: 2.9275
Epoch [   34/   40] | d_loss: 0.5220 | g_loss: 2.8541
Epoch [   34/   40] | d_loss: 0.4514 | g_loss: 3.5852
Epoch [   34/   40] | d_loss: 0.5183 | g_loss: 3.4689
Epoch [   35/   40] | d_loss: 0.6483 | g_loss: 2.9693
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Epoch [   35/   40] | d_loss: 0.6788 | g_loss: 2.0581
Epoch [   35/   40] | d_loss: 0.4768 | g_loss: 2.5568
Epoch [   35/   40] | d_loss: 0.5183 | g_loss: 3.4635
Epoch [   35/   40] | d_loss: 0.7663 | g_loss: 2.7627
Epoch [   35/   40] | d_loss: 0.5253 | g_loss: 3.9960
Epoch [   35/   40] | d_loss: 0.4883 | g_loss: 3.2019
Epoch [   35/   40] | d_loss: 0.6193 | g_loss: 3.9279
Epoch [   35/   40] | d_loss: 0.4758 | g_loss: 2.9317
Epoch [   35/   40] | d_loss: 0.5389 | g_loss: 2.7493
Epoch [   35/   40] | d_loss: 0.4890 | g_loss: 2.9569
Epoch [   35/   40] | d_loss: 0.5371 | g_loss: 2.0728
Epoch [   35/   40] | d_loss: 0.8857 | g_loss: 2.8539
Epoch [   35/   40] | d_loss: 0.5146 | g_loss: 4.2489
Epoch [   35/   40] | d_loss: 0.5643 | g_loss: 2.5830
Epoch [   35/   40] | d_loss: 0.4644 | g_loss: 3.4050
Epoch [   35/   40] | d_loss: 0.4670 | g_loss: 3.6865
Epoch [   35/   40] | d_loss: 0.4535 | g_loss: 2.9449
Epoch [   35/   40] | d_loss: 0.4666 | g_loss: 4.7709
Epoch [   35/   40] | d_loss: 0.4695 | g_loss: 3.3863
Epoch [   35/   40] | d_loss: 0.5325 | g_loss: 2.7724
Epoch [   35/   40] | d_loss: 0.9811 | g_loss: 2.2209
Epoch [   35/   40] | d_loss: 0.6511 | g_loss: 3.4294
Epoch [   35/   40] | d_loss: 0.5203 | g_loss: 2.8863
Epoch [   35/   40] | d_loss: 0.4637 | g_loss: 3.6681
Epoch [   35/   40] | d_loss: 0.5269 | g_loss: 2.5407
Epoch [   35/   40] | d_loss: 0.4029 | g_loss: 2.8620
Epoch [   35/   40] | d_loss: 0.5251 | g_loss: 4.0607
Epoch [   35/   40] | d_loss: 1.1117 | g_loss: 1.2760
Epoch [   35/   40] | d_loss: 0.5753 | g_loss: 3.3748
Epoch [   35/   40] | d_loss: 1.4110 | g_loss: 4.7149
Epoch [   35/   40] | d_loss: 0.3877 | g_loss: 3.6943
Epoch [   35/   40] | d_loss: 0.6027 | g_loss: 3.0679
Epoch [   35/   40] | d_loss: 0.5123 | g_loss: 5.2753
Epoch [   35/   40] | d_loss: 0.5954 | g_loss: 3.0999
Epoch [   35/   40] | d_loss: 0.5024 | g_loss: 2.4829
Epoch [   35/   40] | d_loss: 0.4642 | g_loss: 2.1520
Epoch [   35/   40] | d_loss: 0.4638 | g_loss: 1.4698
Epoch [   35/   40] | d_loss: 0.6866 | g_loss: 3.2823
Epoch [   35/   40] | d_loss: 0.4582 | g_loss: 2.7476
Epoch [   35/   40] | d_loss: 0.4282 | g_loss: 3.9716
Epoch [   35/   40] | d_loss: 0.8089 | g_loss: 3.1982
Epoch [   35/   40] | d_loss: 0.5655 | g_loss: 3.0146
Epoch [   35/   40] | d_loss: 0.4808 | g_loss: 3.3251
Epoch [   35/   40] | d_loss: 0.5391 | g_loss: 3.7506
Epoch [   35/   40] | d_loss: 0.5500 | g_loss: 3.6967
Epoch [   35/   40] | d_loss: 0.6300 | g_loss: 3.1290
Epoch [   35/   40] | d_loss: 0.8837 | g_loss: 1.9342
Epoch [   35/   40] | d_loss: 0.5807 | g_loss: 2.0069
Epoch [   35/   40] | d_loss: 0.4879 | g_loss: 3.3939
Epoch [   35/   40] | d_loss: 0.8360 | g_loss: 2.7598
Epoch [   35/   40] | d_loss: 0.5411 | g_loss: 2.5763
Epoch [   35/   40] | d_loss: 0.5374 | g_loss: 4.0744
Epoch [   35/   40] | d_loss: 0.8276 | g_loss: 1.7869
Epoch [   35/   40] | d_loss: 0.5552 | g_loss: 2.5141
Epoch [   36/   40] | d_loss: 0.8290 | g_loss: 3.0426
Epoch [   36/   40] | d_loss: 0.4633 | g_loss: 2.8329
Epoch [   36/   40] | d_loss: 0.4572 | g_loss: 4.1094
Epoch [   36/   40] | d_loss: 0.5471 | g_loss: 4.3577
Epoch [   36/   40] | d_loss: 0.5034 | g_loss: 3.6749
Epoch [   36/   40] | d_loss: 0.4424 | g_loss: 3.0606
Epoch [   36/   40] | d_loss: 0.7546 | g_loss: 1.2593
Epoch [   36/   40] | d_loss: 0.5986 | g_loss: 3.2547
Epoch [   36/   40] | d_loss: 0.5206 | g_loss: 2.4111
Epoch [   36/   40] | d_loss: 0.4527 | g_loss: 3.5727
Epoch [   36/   40] | d_loss: 0.4473 | g_loss: 3.5986
Epoch [   36/   40] | d_loss: 0.4980 | g_loss: 4.5025
Epoch [   36/   40] | d_loss: 0.4164 | g_loss: 3.5758
Epoch [   36/   40] | d_loss: 0.4708 | g_loss: 4.0793
Epoch [   36/   40] | d_loss: 0.4743 | g_loss: 3.5973
Epoch [   36/   40] | d_loss: 0.4421 | g_loss: 3.3330
Epoch [   36/   40] | d_loss: 0.3901 | g_loss: 5.2909
Epoch [   36/   40] | d_loss: 0.5089 | g_loss: 2.9543
Epoch [   36/   40] | d_loss: 0.4733 | g_loss: 3.5447
Epoch [   36/   40] | d_loss: 0.5604 | g_loss: 4.2839
Epoch [   36/   40] | d_loss: 0.4171 | g_loss: 3.6169
Epoch [   36/   40] | d_loss: 0.6959 | g_loss: 3.0611
Epoch [   36/   40] | d_loss: 0.4568 | g_loss: 2.9365
Epoch [   36/   40] | d_loss: 0.6509 | g_loss: 2.8306
Epoch [   36/   40] | d_loss: 0.7486 | g_loss: 2.6709
Epoch [   36/   40] | d_loss: 0.8403 | g_loss: 2.5078
Epoch [   36/   40] | d_loss: 0.4840 | g_loss: 4.1980
Epoch [   36/   40] | d_loss: 0.6077 | g_loss: 3.9748
Epoch [   36/   40] | d_loss: 0.3775 | g_loss: 4.0025
Epoch [   36/   40] | d_loss: 0.5043 | g_loss: 2.7274
Epoch [   36/   40] | d_loss: 0.5289 | g_loss: 3.0138
Epoch [   36/   40] | d_loss: 0.4716 | g_loss: 2.9693
Epoch [   36/   40] | d_loss: 0.7195 | g_loss: 3.8738
Epoch [   36/   40] | d_loss: 4.6360 | g_loss: 1.1805
Epoch [   36/   40] | d_loss: 0.5436 | g_loss: 2.5320
Epoch [   36/   40] | d_loss: 0.9157 | g_loss: 2.9015
Epoch [   36/   40] | d_loss: 0.4910 | g_loss: 2.7572
Epoch [   36/   40] | d_loss: 0.4698 | g_loss: 2.8048
Epoch [   36/   40] | d_loss: 0.4245 | g_loss: 2.3968
Epoch [   36/   40] | d_loss: 0.5337 | g_loss: 3.9033
Epoch [   36/   40] | d_loss: 0.5285 | g_loss: 3.7877
Epoch [   36/   40] | d_loss: 0.4625 | g_loss: 2.8912
Epoch [   36/   40] | d_loss: 0.4948 | g_loss: 3.3528
Epoch [   36/   40] | d_loss: 0.6823 | g_loss: 3.2921
Epoch [   36/   40] | d_loss: 0.3966 | g_loss: 3.9304
Epoch [   36/   40] | d_loss: 0.4715 | g_loss: 3.3860
Epoch [   36/   40] | d_loss: 0.4918 | g_loss: 2.2497
Epoch [   36/   40] | d_loss: 0.6051 | g_loss: 3.0316
Epoch [   36/   40] | d_loss: 0.4949 | g_loss: 1.8418
Epoch [   36/   40] | d_loss: 0.4559 | g_loss: 3.9991
Epoch [   36/   40] | d_loss: 0.4230 | g_loss: 3.5006
Epoch [   36/   40] | d_loss: 0.5063 | g_loss: 3.2480
Epoch [   36/   40] | d_loss: 0.6833 | g_loss: 1.9260
Epoch [   36/   40] | d_loss: 0.6887 | g_loss: 2.0670
Epoch [   36/   40] | d_loss: 0.5939 | g_loss: 2.7123
Epoch [   36/   40] | d_loss: 0.7182 | g_loss: 3.1691
Epoch [   36/   40] | d_loss: 0.6036 | g_loss: 1.8158
Epoch [   37/   40] | d_loss: 0.4209 | g_loss: 4.0899
Epoch [   37/   40] | d_loss: 0.4575 | g_loss: 4.1501
Epoch [   37/   40] | d_loss: 0.5291 | g_loss: 3.9196
Epoch [   37/   40] | d_loss: 0.5727 | g_loss: 2.3936
Epoch [   37/   40] | d_loss: 0.5369 | g_loss: 3.3156
Epoch [   37/   40] | d_loss: 0.8301 | g_loss: 3.2243
Epoch [   37/   40] | d_loss: 0.4621 | g_loss: 2.9833
Epoch [   37/   40] | d_loss: 0.5237 | g_loss: 2.9214
Epoch [   37/   40] | d_loss: 0.4536 | g_loss: 3.3368
Epoch [   37/   40] | d_loss: 0.4693 | g_loss: 2.9145
Epoch [   37/   40] | d_loss: 0.4966 | g_loss: 3.0671
Epoch [   37/   40] | d_loss: 0.4787 | g_loss: 3.3761
Epoch [   37/   40] | d_loss: 0.5031 | g_loss: 3.7197
Epoch [   37/   40] | d_loss: 0.6318 | g_loss: 2.7502
Epoch [   37/   40] | d_loss: 0.4079 | g_loss: 3.0934
Epoch [   37/   40] | d_loss: 1.0414 | g_loss: 4.0716
Epoch [   37/   40] | d_loss: 0.3873 | g_loss: 4.7721
Epoch [   37/   40] | d_loss: 0.4040 | g_loss: 4.0650
Epoch [   37/   40] | d_loss: 0.5091 | g_loss: 3.0232
Epoch [   37/   40] | d_loss: 0.5141 | g_loss: 3.1791
Epoch [   37/   40] | d_loss: 0.6112 | g_loss: 2.6892
Epoch [   37/   40] | d_loss: 0.4333 | g_loss: 2.7623
Epoch [   37/   40] | d_loss: 0.5967 | g_loss: 3.3411
Epoch [   37/   40] | d_loss: 0.6092 | g_loss: 3.4209
Epoch [   37/   40] | d_loss: 0.4671 | g_loss: 3.8594
Epoch [   37/   40] | d_loss: 0.5418 | g_loss: 2.4046
Epoch [   37/   40] | d_loss: 0.4965 | g_loss: 3.2551
Epoch [   37/   40] | d_loss: 0.4524 | g_loss: 3.3011
Epoch [   37/   40] | d_loss: 0.4849 | g_loss: 2.7484
Epoch [   37/   40] | d_loss: 0.6975 | g_loss: 3.9349
Epoch [   37/   40] | d_loss: 0.7231 | g_loss: 3.2988
Epoch [   37/   40] | d_loss: 0.5568 | g_loss: 2.6556
Epoch [   37/   40] | d_loss: 0.4066 | g_loss: 3.2712
Epoch [   37/   40] | d_loss: 0.5732 | g_loss: 3.2793
Epoch [   37/   40] | d_loss: 0.5447 | g_loss: 2.6847
Epoch [   37/   40] | d_loss: 0.4299 | g_loss: 4.1161
Epoch [   37/   40] | d_loss: 0.6844 | g_loss: 1.8709
Epoch [   37/   40] | d_loss: 0.5102 | g_loss: 3.7509
Epoch [   37/   40] | d_loss: 0.6190 | g_loss: 1.9740
Epoch [   37/   40] | d_loss: 0.6137 | g_loss: 3.4404
Epoch [   37/   40] | d_loss: 0.5258 | g_loss: 2.2512
Epoch [   37/   40] | d_loss: 0.5377 | g_loss: 2.7113
Epoch [   37/   40] | d_loss: 0.5179 | g_loss: 2.6443
Epoch [   37/   40] | d_loss: 0.4624 | g_loss: 3.2306
Epoch [   37/   40] | d_loss: 0.4609 | g_loss: 4.6020
Epoch [   37/   40] | d_loss: 0.4517 | g_loss: 3.6507
Epoch [   37/   40] | d_loss: 0.4408 | g_loss: 3.9166
Epoch [   37/   40] | d_loss: 0.4275 | g_loss: 3.2053
Epoch [   37/   40] | d_loss: 0.7082 | g_loss: 4.1274
Epoch [   37/   40] | d_loss: 0.5662 | g_loss: 2.2645
Epoch [   37/   40] | d_loss: 0.4371 | g_loss: 3.3006
Epoch [   37/   40] | d_loss: 0.5490 | g_loss: 3.2437
Epoch [   37/   40] | d_loss: 0.7232 | g_loss: 3.2298
Epoch [   37/   40] | d_loss: 0.4900 | g_loss: 2.6441
Epoch [   37/   40] | d_loss: 0.5648 | g_loss: 3.1951
Epoch [   37/   40] | d_loss: 0.5174 | g_loss: 2.6257
Epoch [   37/   40] | d_loss: 0.5236 | g_loss: 3.6127
Epoch [   38/   40] | d_loss: 1.1864 | g_loss: 3.8497
Epoch [   38/   40] | d_loss: 0.9248 | g_loss: 2.8819
Epoch [   38/   40] | d_loss: 0.5285 | g_loss: 4.1914
Epoch [   38/   40] | d_loss: 0.6524 | g_loss: 2.7296
Epoch [   38/   40] | d_loss: 0.4525 | g_loss: 3.5397
Epoch [   38/   40] | d_loss: 0.7427 | g_loss: 1.9626
Epoch [   38/   40] | d_loss: 0.4215 | g_loss: 3.8907
Epoch [   38/   40] | d_loss: 0.4129 | g_loss: 4.6620
Epoch [   38/   40] | d_loss: 0.4507 | g_loss: 3.8952
Epoch [   38/   40] | d_loss: 0.4163 | g_loss: 3.4648
Epoch [   38/   40] | d_loss: 0.4535 | g_loss: 2.8230
Epoch [   38/   40] | d_loss: 0.4581 | g_loss: 3.2838
Epoch [   38/   40] | d_loss: 0.4325 | g_loss: 4.4695
Epoch [   38/   40] | d_loss: 0.4321 | g_loss: 3.4399
Epoch [   38/   40] | d_loss: 0.5304 | g_loss: 2.6937
Epoch [   38/   40] | d_loss: 0.9906 | g_loss: 4.6006
Epoch [   38/   40] | d_loss: 0.4704 | g_loss: 3.9872
Epoch [   38/   40] | d_loss: 0.4341 | g_loss: 2.7584
Epoch [   38/   40] | d_loss: 0.7552 | g_loss: 2.6623
Epoch [   38/   40] | d_loss: 0.6221 | g_loss: 2.1273
Epoch [   38/   40] | d_loss: 0.4130 | g_loss: 3.0157
Epoch [   38/   40] | d_loss: 0.4552 | g_loss: 3.3619
Epoch [   38/   40] | d_loss: 0.5291 | g_loss: 2.6586
Epoch [   38/   40] | d_loss: 0.4987 | g_loss: 2.9584
Epoch [   38/   40] | d_loss: 0.6792 | g_loss: 2.2008
Epoch [   38/   40] | d_loss: 0.6490 | g_loss: 3.1763
Epoch [   38/   40] | d_loss: 0.5730 | g_loss: 3.5125
Epoch [   38/   40] | d_loss: 0.4273 | g_loss: 3.8974
Epoch [   38/   40] | d_loss: 0.6653 | g_loss: 2.4657
Epoch [   38/   40] | d_loss: 0.4527 | g_loss: 4.2282
Epoch [   38/   40] | d_loss: 0.5171 | g_loss: 2.4436
Epoch [   38/   40] | d_loss: 0.4207 | g_loss: 3.1281
Epoch [   38/   40] | d_loss: 0.6032 | g_loss: 2.1551
Epoch [   38/   40] | d_loss: 0.5674 | g_loss: 2.4565
Epoch [   38/   40] | d_loss: 0.4107 | g_loss: 4.0014
Epoch [   38/   40] | d_loss: 0.6011 | g_loss: 2.4866
Epoch [   38/   40] | d_loss: 0.4860 | g_loss: 3.3669
Epoch [   38/   40] | d_loss: 0.4557 | g_loss: 3.3261
Epoch [   38/   40] | d_loss: 0.4284 | g_loss: 3.6072
Epoch [   38/   40] | d_loss: 0.5393 | g_loss: 3.7896
Epoch [   38/   40] | d_loss: 0.4727 | g_loss: 3.1323
Epoch [   38/   40] | d_loss: 0.6980 | g_loss: 3.2297
Epoch [   38/   40] | d_loss: 0.4162 | g_loss: 4.6287
Epoch [   38/   40] | d_loss: 0.4644 | g_loss: 4.6330
Epoch [   38/   40] | d_loss: 1.4617 | g_loss: 3.3202
Epoch [   38/   40] | d_loss: 0.4872 | g_loss: 3.8866
Epoch [   38/   40] | d_loss: 0.4722 | g_loss: 3.3525
Epoch [   38/   40] | d_loss: 0.4544 | g_loss: 2.7905
Epoch [   38/   40] | d_loss: 0.4727 | g_loss: 4.2011
Epoch [   38/   40] | d_loss: 0.6130 | g_loss: 2.8651
Epoch [   38/   40] | d_loss: 0.5266 | g_loss: 2.1175
Epoch [   38/   40] | d_loss: 0.5378 | g_loss: 4.8035
Epoch [   38/   40] | d_loss: 0.4228 | g_loss: 4.2052
Epoch [   38/   40] | d_loss: 0.4995 | g_loss: 3.2590
Epoch [   38/   40] | d_loss: 0.4865 | g_loss: 2.0860
Epoch [   38/   40] | d_loss: 0.4601 | g_loss: 2.7446
Epoch [   38/   40] | d_loss: 0.4261 | g_loss: 4.1813
Epoch [   39/   40] | d_loss: 0.4709 | g_loss: 3.3578
Epoch [   39/   40] | d_loss: 0.4481 | g_loss: 3.1229
Epoch [   39/   40] | d_loss: 0.4594 | g_loss: 3.6411
Epoch [   39/   40] | d_loss: 0.5882 | g_loss: 3.6293
Epoch [   39/   40] | d_loss: 0.7292 | g_loss: 3.2045
Epoch [   39/   40] | d_loss: 1.4394 | g_loss: 0.6588
Epoch [   39/   40] | d_loss: 0.5774 | g_loss: 2.5355
Epoch [   39/   40] | d_loss: 0.4824 | g_loss: 2.8681
Epoch [   39/   40] | d_loss: 0.5451 | g_loss: 2.1534
Epoch [   39/   40] | d_loss: 0.5541 | g_loss: 2.0806
Epoch [   39/   40] | d_loss: 0.6236 | g_loss: 2.3357
Epoch [   39/   40] | d_loss: 0.4499 | g_loss: 3.8946
Epoch [   39/   40] | d_loss: 0.4890 | g_loss: 3.3471
Epoch [   39/   40] | d_loss: 0.6143 | g_loss: 2.7074
Epoch [   39/   40] | d_loss: 0.5566 | g_loss: 4.5399
Epoch [   39/   40] | d_loss: 0.4846 | g_loss: 3.6019
Epoch [   39/   40] | d_loss: 0.4347 | g_loss: 2.9141
Epoch [   39/   40] | d_loss: 0.4810 | g_loss: 3.5092
Epoch [   39/   40] | d_loss: 0.4759 | g_loss: 3.9847
Epoch [   39/   40] | d_loss: 0.6561 | g_loss: 2.3869
Epoch [   39/   40] | d_loss: 0.4945 | g_loss: 3.2067
Epoch [   39/   40] | d_loss: 0.5212 | g_loss: 3.7228
Epoch [   39/   40] | d_loss: 0.3863 | g_loss: 4.5242
Epoch [   39/   40] | d_loss: 0.4273 | g_loss: 2.5368
Epoch [   39/   40] | d_loss: 1.3829 | g_loss: 1.1566
Epoch [   39/   40] | d_loss: 0.5230 | g_loss: 3.0047
Epoch [   39/   40] | d_loss: 0.5296 | g_loss: 3.0599
Epoch [   39/   40] | d_loss: 0.5197 | g_loss: 3.5695
Epoch [   39/   40] | d_loss: 0.6223 | g_loss: 3.6163
Epoch [   39/   40] | d_loss: 0.4572 | g_loss: 3.6573
Epoch [   39/   40] | d_loss: 0.4351 | g_loss: 2.9457
Epoch [   39/   40] | d_loss: 0.4715 | g_loss: 2.8328
Epoch [   39/   40] | d_loss: 0.4766 | g_loss: 2.0611
Epoch [   39/   40] | d_loss: 0.5006 | g_loss: 3.3206
Epoch [   39/   40] | d_loss: 0.6771 | g_loss: 2.6499
Epoch [   39/   40] | d_loss: 0.6356 | g_loss: 2.4024
Epoch [   39/   40] | d_loss: 0.4671 | g_loss: 3.9189
Epoch [   39/   40] | d_loss: 0.4318 | g_loss: 3.3575
Epoch [   39/   40] | d_loss: 0.6204 | g_loss: 2.0298
Epoch [   39/   40] | d_loss: 0.4312 | g_loss: 3.7458
Epoch [   39/   40] | d_loss: 0.4897 | g_loss: 2.2825
Epoch [   39/   40] | d_loss: 0.4097 | g_loss: 3.7944
Epoch [   39/   40] | d_loss: 0.4579 | g_loss: 3.8291
Epoch [   39/   40] | d_loss: 0.4942 | g_loss: 4.9605
Epoch [   39/   40] | d_loss: 0.5578 | g_loss: 4.1432
Epoch [   39/   40] | d_loss: 0.5095 | g_loss: 3.4324
Epoch [   39/   40] | d_loss: 0.4940 | g_loss: 2.8947
Epoch [   39/   40] | d_loss: 0.4738 | g_loss: 3.9390
Epoch [   39/   40] | d_loss: 0.4283 | g_loss: 3.5609
Epoch [   39/   40] | d_loss: 0.5188 | g_loss: 3.1661
Epoch [   39/   40] | d_loss: 0.7044 | g_loss: 3.3918
Epoch [   39/   40] | d_loss: 0.7959 | g_loss: 1.3736
Epoch [   39/   40] | d_loss: 0.5230 | g_loss: 3.6802
Epoch [   39/   40] | d_loss: 0.7417 | g_loss: 3.1243
Epoch [   39/   40] | d_loss: 0.7934 | g_loss: 3.3416
Epoch [   39/   40] | d_loss: 0.6146 | g_loss: 1.7178
Epoch [   39/   40] | d_loss: 0.3870 | g_loss: 3.9073
Epoch [   40/   40] | d_loss: 0.4799 | g_loss: 4.1589
Epoch [   40/   40] | d_loss: 0.4831 | g_loss: 4.2499
Epoch [   40/   40] | d_loss: 0.7443 | g_loss: 1.4822
Epoch [   40/   40] | d_loss: 0.3891 | g_loss: 3.2310
Epoch [   40/   40] | d_loss: 0.5673 | g_loss: 2.5648
Epoch [   40/   40] | d_loss: 0.9645 | g_loss: 1.9105
Epoch [   40/   40] | d_loss: 0.4531 | g_loss: 4.0607
Epoch [   40/   40] | d_loss: 0.4327 | g_loss: 3.0841
Epoch [   40/   40] | d_loss: 0.6103 | g_loss: 3.0106
Epoch [   40/   40] | d_loss: 0.4672 | g_loss: 3.7339
Epoch [   40/   40] | d_loss: 0.8308 | g_loss: 2.0121
Epoch [   40/   40] | d_loss: 0.5232 | g_loss: 3.5800
Epoch [   40/   40] | d_loss: 0.4095 | g_loss: 3.7059
Epoch [   40/   40] | d_loss: 0.7736 | g_loss: 2.8621
Epoch [   40/   40] | d_loss: 0.4038 | g_loss: 4.0518
Epoch [   40/   40] | d_loss: 0.4645 | g_loss: 3.5265
Epoch [   40/   40] | d_loss: 0.4697 | g_loss: 2.8019
Epoch [   40/   40] | d_loss: 0.4272 | g_loss: 4.1918
Epoch [   40/   40] | d_loss: 0.9589 | g_loss: 1.9904
Epoch [   40/   40] | d_loss: 0.5085 | g_loss: 2.9052
Epoch [   40/   40] | d_loss: 0.4971 | g_loss: 5.2718
Epoch [   40/   40] | d_loss: 0.4383 | g_loss: 3.3455
Epoch [   40/   40] | d_loss: 0.4637 | g_loss: 3.4307
Epoch [   40/   40] | d_loss: 0.5097 | g_loss: 3.6729
Epoch [   40/   40] | d_loss: 0.5152 | g_loss: 3.2694
Epoch [   40/   40] | d_loss: 0.4700 | g_loss: 4.1607
Epoch [   40/   40] | d_loss: 0.4181 | g_loss: 4.2356
Epoch [   40/   40] | d_loss: 0.8648 | g_loss: 2.1037
Epoch [   40/   40] | d_loss: 0.4587 | g_loss: 2.3084
Epoch [   40/   40] | d_loss: 0.6270 | g_loss: 1.9175
Epoch [   40/   40] | d_loss: 0.4817 | g_loss: 3.4812
Epoch [   40/   40] | d_loss: 0.6083 | g_loss: 2.2142
Epoch [   40/   40] | d_loss: 0.5155 | g_loss: 3.2405
Epoch [   40/   40] | d_loss: 0.3894 | g_loss: 3.8544
Epoch [   40/   40] | d_loss: 0.4313 | g_loss: 3.1709
Epoch [   40/   40] | d_loss: 0.7554 | g_loss: 2.1227
Epoch [   40/   40] | d_loss: 0.4323 | g_loss: 2.9737
Epoch [   40/   40] | d_loss: 0.4545 | g_loss: 2.9804
Epoch [   40/   40] | d_loss: 0.6104 | g_loss: 2.4491
Epoch [   40/   40] | d_loss: 0.4376 | g_loss: 3.6595
Epoch [   40/   40] | d_loss: 0.4471 | g_loss: 3.9768
Epoch [   40/   40] | d_loss: 0.5784 | g_loss: 3.9294
Epoch [   40/   40] | d_loss: 0.6512 | g_loss: 3.0155
Epoch [   40/   40] | d_loss: 0.4377 | g_loss: 3.6729
Epoch [   40/   40] | d_loss: 0.4643 | g_loss: 3.4790
Epoch [   40/   40] | d_loss: 0.4138 | g_loss: 3.3849
Epoch [   40/   40] | d_loss: 1.1767 | g_loss: 4.7990
Epoch [   40/   40] | d_loss: 0.4635 | g_loss: 3.3024
Epoch [   40/   40] | d_loss: 0.4635 | g_loss: 4.3540
Epoch [   40/   40] | d_loss: 0.6127 | g_loss: 2.1346
Epoch [   40/   40] | d_loss: 0.5128 | g_loss: 2.2874
Epoch [   40/   40] | d_loss: 0.7716 | g_loss: 1.9531
Epoch [   40/   40] | d_loss: 0.4046 | g_loss: 4.3054
Epoch [   40/   40] | d_loss: 0.5519 | g_loss: 2.3910
Epoch [   40/   40] | d_loss: 0.7026 | g_loss: 3.5427
Epoch [   40/   40] | d_loss: 0.4666 | g_loss: 2.8011
Epoch [   40/   40] | d_loss: 0.6057 | g_loss: 2.6575

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7f7358e5f198>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer:

1. First the model is generating very low quality images that are small in size as well, it is hard to see how good the model is at generating images with correct features placed at correct place. So first I would like to make deeper model that output a larger dimension image. Then I would research about ways to make the generated image at higher resolution.
2. Also I would like to add a diverse dataset for training with images of people from all different categories (in terms of color, gender, etc).
3. With deeper model I would like to train it for a longer time to see how much it can learn over larger epochs. I read some great tips to improve GANs in https://github.com/soumith/ganhacks so one is to use SGD optimizer for discriminator and ADAM for generator, I could definitely try that as well.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.